Overview

Brought to you by YData

Dataset statistics

Number of variables	53
Number of observations	40000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	16.2 MiB
Average record size in memory	424.0 B

Variable types

Text	1
DateTime	6
Numeric	23
Categorical	22
Boolean	1

Alerts

`Check_Point` has constant value "0.0"	Constant
`Accident_Type` is highly overall correlated with `Collision_Type` and 1 other fields	High correlation
`Annual_Mileage` is highly overall correlated with `Low_Mileage_Discount`	High correlation
`Auto_Year` is highly overall correlated with `Vehicle_Cost`	High correlation
`Collision_Type` is highly overall correlated with `Accident_Type`	High correlation
`Injury_Claim` is highly overall correlated with `Total_Claim`	High correlation
`Low_Mileage_Discount` is highly overall correlated with `Annual_Mileage`	High correlation
`Num_of_Vehicles_Involved` is highly overall correlated with `Accident_Type`	High correlation
`Policy_BI_High` is highly overall correlated with `Policy_BI_Low`	High correlation
`Policy_BI_Low` is highly overall correlated with `Policy_BI_High`	High correlation
`Property_Claim` is highly overall correlated with `Total_Claim`	High correlation
`Total_Claim` is highly overall correlated with `Injury_Claim` and 2 other fields	High correlation
`Vehicle_Claim` is highly overall correlated with `Total_Claim`	High correlation
`Vehicle_Cost` is highly overall correlated with `Auto_Year`	High correlation
`Garage_Location` is highly imbalanced (94.7%)	Imbalance
`Commute_Discount` is highly imbalanced (86.1%)	Imbalance
`Vehicle_Registration` is uniformly distributed	Uniform
`Claim_ID` has unique values	Unique
`Vehicle_Registration` has unique values	Unique

Reproduction

Analysis started	2025-07-25 09:49:42.976529
Analysis finished	2025-07-25 09:50:29.260013
Duration	46.28 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Claim_ID
Text

Unique

Distinct	40000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	400000
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	40000 ?
Unique (%)	100.0%

Sample

1st row	AA00000001
2nd row	AA00000002
3rd row	AA00000003
4th row	AA00000004
5th row	AA00000005

Value	Count	Frequency (%)
aa00039985	1	< 0.1%
aa00039986	1	< 0.1%
aa00039987	1	< 0.1%
aa00039988	1	< 0.1%
aa00039989	1	< 0.1%
aa00039990	1	< 0.1%
aa00039991	1	< 0.1%
aa00039992	1	< 0.1%
aa00039993	1	< 0.1%
aa00039994	1	< 0.1%
Other values (39990)	39990	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
0	145999	36.5%
A	80000	20.0%
3	26000	6.5%
2	26000	6.5%
1	26000	6.5%
4	16001	4.0%
8	16000	4.0%
9	16000	4.0%
7	16000	4.0%
6	16000	4.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	400000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	145999	36.5%
A	80000	20.0%
3	26000	6.5%
2	26000	6.5%
1	26000	6.5%
4	16001	4.0%
8	16000	4.0%
9	16000	4.0%
7	16000	4.0%
6	16000	4.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	400000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	145999	36.5%
A	80000	20.0%
3	26000	6.5%
2	26000	6.5%
1	26000	6.5%
4	16001	4.0%
8	16000	4.0%
9	16000	4.0%
7	16000	4.0%
6	16000	4.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	400000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	145999	36.5%
A	80000	20.0%
3	26000	6.5%
2	26000	6.5%
1	26000	6.5%
4	16001	4.0%
8	16000	4.0%
9	16000	4.0%
7	16000	4.0%
6	16000	4.0%

Bind_Date1
Date

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Minimum	2022-01-01 00:00:00
Maximum	2023-01-01 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=13)

Customer_Life_Value1
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.1884716 × 10^-16

Minimum	-1.601757
Maximum	1.6021442
Zeros	0
Zeros (%)	0.0%
Negative	18423
Negative (%)	46.1%
Memory size	312.6 KiB

Quantile statistics

Minimum	-1.601757
5-th percentile	-1.601757
Q1	-0.80078174
median	0.00019356903
Q3	0.80116888
95-th percentile	1.6021442
Maximum	1.6021442
Range	3.2039012
Interquartile range (IQR)	1.6019506

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	-4.5694561 × 10¹⁵
Kurtosis	-1.2173609
Mean	-2.1884716 × 10^-16
Median Absolute Deviation (MAD)	0.80097531
Skewness	0.00046700601
Sum	-8.7538865 × 10^-12
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
-0.5337899688	3148	7.9%
0.0001935690325	3121	7.8%
0.8011688757	3113	7.8%
-1.067773507	3108	7.8%
-1.601757044	3107	7.8%
-0.8007817377	3102	7.8%
1.602144182	3090	7.7%
1.335152414	3075	7.7%
0.5341771068	3074	7.7%
1.068160645	3065	7.7%
Other values (3)	8997	22.5%

Value	Count	Frequency (%)
-1.601757044	3107	7.8%
-1.334765275	3024	7.6%
-1.067773507	3108	7.8%
-0.8007817377	3102	7.8%
-0.5337899688	3148	7.9%
-0.2667981999	2934	7.3%
0.0001935690325	3121	7.8%
0.2671853379	3039	7.6%
0.5341771068	3074	7.7%
0.8011688757	3113	7.8%

Value	Count	Frequency (%)
1.602144182	3090	7.7%
1.335152414	3075	7.7%
1.068160645	3065	7.7%
0.8011688757	3113	7.8%
0.5341771068	3074	7.7%
0.2671853379	3039	7.6%
0.0001935690325	3121	7.8%
-0.2667981999	2934	7.3%
-0.5337899688	3148	7.9%
-0.8007817377	3102	7.8%

Age_Insured
Real number (ℝ)

Distinct	46
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4478197 × 10^-16

Minimum	-2.1834358
Maximum	2.7427556
Zeros	0
Zeros (%)	0.0%
Negative	20278
Negative (%)	50.7%
Memory size	312.6 KiB

Quantile statistics

Minimum	-2.1834358
5-th percentile	-1.4171394
Q1	-0.76031385
median	-0.10348833
Q3	0.55333718
95-th percentile	1.9764591
Maximum	2.7427556
Range	4.9261914
Interquartile range (IQR)	1.313651

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	4.0853192 × 10¹⁵
Kurtosis	-0.25047864
Mean	2.4478197 × 10^-16
Median Absolute Deviation (MAD)	0.65682552
Skewness	0.48571181
Sum	9.9049657 × 10^-12
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0.4438662626	1972	4.9%
0.005982585735	1955	4.9%
0.2249244241	1785	4.5%
-0.5413720103	1751	4.4%
-0.8697847679	1712	4.3%
-0.9792556871	1687	4.2%
-0.1034883335	1679	4.2%
-0.2129592527	1661	4.2%
0.1154535049	1585	4.0%
-0.6508429295	1542	3.9%
Other values (36)	22671	56.7%

Value	Count	Frequency (%)
-2.183435798	37	0.1%
-2.073964879	37	0.1%
-1.96449396	240	0.6%
-1.855023041	40	0.1%
-1.745552122	256	0.6%
-1.636081202	403	1.0%
-1.526610283	628	1.6%
-1.417139364	1014	2.5%
-1.307668445	907	2.3%
-1.198197526	1206	3.0%

Value	Count	Frequency (%)
2.742755566	96	0.2%
2.633284647	69	0.2%
2.523813727	160	0.4%
2.414342808	432	1.1%
2.304871889	357	0.9%
2.19540097	200	0.5%
2.085930051	287	0.7%
1.976459131	623	1.6%
1.866988212	313	0.8%
1.757517293	588	1.5%

Policy_Num
Real number (ℝ)

Distinct	1000
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.5011104 × 10^-16

Minimum	-1.6859792
Maximum	1.7282638
Zeros	0
Zeros (%)	0.0%
Negative	20074
Negative (%)	50.2%
Memory size	312.6 KiB

Quantile statistics

Minimum	-1.6859792
5-th percentile	-1.4950263
Q1	-0.89678524
median	-0.015259597
Q3	0.88247901
95-th percentile	1.549921
Maximum	1.7282638
Range	3.414243
Interquartile range (IQR)	1.7792643

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	-3.9982741 × 10¹⁵
Kurtosis	-1.2910867
Mean	-2.5011104 × 10^-16
Median Absolute Deviation (MAD)	0.891788
Skewness	0.052351151
Sum	-1.0587087 × 10^-11
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.044942227	61	0.2%
0.9501075357	59	0.1%
-0.01525959687	59	0.1%
-0.8212480696	58	0.1%
-0.7519556306	57	0.1%
-1.231281825	56	0.1%
0.5823538571	56	0.1%
1.717427231	56	0.1%
1.164719135	55	0.1%
0.9076063777	55	0.1%
Other values (990)	39428	98.6%

Value	Count	Frequency (%)
-1.685979241	50	0.1%
-1.681412077	46	0.1%
-1.676517176	31	0.1%
-1.675872433	46	0.1%
-1.671665276	44	0.1%
-1.661200883	39	0.1%
-1.649865821	29	0.1%
-1.649774742	40	0.1%
-1.647055306	33	0.1%
-1.644180366	43	0.1%

Value	Count	Frequency (%)
1.728263785	46	0.1%
1.727598079	39	0.1%
1.723188995	30	0.1%
1.722342441	52	0.1%
1.718921952	39	0.1%
1.717427231	56	0.1%
1.711476464	38	0.1%
1.710475291	39	0.1%
1.69695811	41	0.1%
1.693607776	45	0.1%

Policy_State
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

1.1831008835068917	14126
-1.2329932268865154	13300
-0.0249461716898119	12574

Length

Max length	19
Median length	19
Mean length	18.64685
Min length	18

Characters and Unicode

Total characters	745874
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.1831008835068917
2nd row	-1.2329932268865154
3rd row	1.1831008835068917
4th row	-1.2329932268865154
5th row	1.1831008835068917

Common Values

Value	Count	Frequency (%)
1.1831008835068917	14126	35.3%
-1.2329932268865154	13300	33.2%
-0.0249461716898119	12574	31.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.1831008835068917	14126	35.3%
1.2329932268865154	13300	33.2%
0.0249461716898119	12574	31.4%

Most occurring characters

Value	Count	Frequency (%)
1	133400	17.9%
8	108252	14.5%
9	78448	10.5%
0	67526	9.1%
6	65874	8.8%
2	65774	8.8%
3	54852	7.4%
5	40726	5.5%
.	40000	5.4%
4	38448	5.2%
Other values (2)	52574	7.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	745874	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	133400	17.9%
8	108252	14.5%
9	78448	10.5%
0	67526	9.1%
6	65874	8.8%
2	65774	8.8%
3	54852	7.4%
5	40726	5.5%
.	40000	5.4%
4	38448	5.2%
Other values (2)	52574	7.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	745874	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	133400	17.9%
8	108252	14.5%
9	78448	10.5%
0	67526	9.1%
6	65874	8.8%
2	65774	8.8%
3	54852	7.4%
5	40726	5.5%
.	40000	5.4%
4	38448	5.2%
Other values (2)	52574	7.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	745874	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	133400	17.9%
8	108252	14.5%
9	78448	10.5%
0	67526	9.1%
6	65874	8.8%
2	65774	8.8%
3	54852	7.4%
5	40726	5.5%
.	40000	5.4%
4	38448	5.2%
Other values (2)	52574	7.0%

Policy_Start_Date
Date

Distinct	112
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Minimum	2023-07-01 00:00:00
Maximum	2023-11-30 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

Policy_Expiry_Date
Date

Distinct	113
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Minimum	2024-01-01 00:00:00
Maximum	2024-05-30 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

Policy_Ded
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

-0.2211881611379859	14072
-1.0394186656713662	13681
1.4152728479287748	12247

Length

Max length	19
Median length	19
Mean length	18.693825
Min length	18

Characters and Unicode

Total characters	747753
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.2211881611379859
2nd row	-1.0394186656713662
3rd row	-1.0394186656713662
4th row	-0.2211881611379859
5th row	-0.2211881611379859

Common Values

Value	Count	Frequency (%)
-0.2211881611379859	14072	35.2%
-1.0394186656713662	13681	34.2%
1.4152728479287748	12247	30.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.2211881611379859	14072	35.2%
1.0394186656713662	13681	34.2%
1.4152728479287748	12247	30.6%

Most occurring characters

Value	Count	Frequency (%)
1	135897	18.2%
8	92638	12.4%
6	82477	11.0%
2	78566	10.5%
7	76741	10.3%
9	54072	7.2%
4	50422	6.7%
3	41434	5.5%
.	40000	5.3%
5	40000	5.3%
Other values (2)	55506	7.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	747753	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	135897	18.2%
8	92638	12.4%
6	82477	11.0%
2	78566	10.5%
7	76741	10.3%
9	54072	7.2%
4	50422	6.7%
3	41434	5.5%
.	40000	5.3%
5	40000	5.3%
Other values (2)	55506	7.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	747753	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	135897	18.2%
8	92638	12.4%
6	82477	11.0%
2	78566	10.5%
7	76741	10.3%
9	54072	7.2%
4	50422	6.7%
3	41434	5.5%
.	40000	5.3%
5	40000	5.3%
Other values (2)	55506	7.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	747753	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	135897	18.2%
8	92638	12.4%
6	82477	11.0%
2	78566	10.5%
7	76741	10.3%
9	54072	7.2%
4	50422	6.7%
3	41434	5.5%
.	40000	5.3%
5	40000	5.3%
Other values (2)	55506	7.4%

Policy_Premium
Real number (ℝ)

Distinct	991
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.907985 × 10^-16

Minimum	-3.3483967
Maximum	3.2221613
Zeros	0
Zeros (%)	0.0%
Negative	19765
Negative (%)	49.4%
Memory size	312.6 KiB

Quantile statistics

Minimum	-3.3483967
5-th percentile	-1.6645045
Q1	-0.69096487
median	0.012427475
Q3	0.66156243
95-th percentile	1.6274091
Maximum	3.2221613
Range	6.570558
Interquartile range (IQR)	1.3525273

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	2.5588954 × 10¹⁵
Kurtosis	0.038683109
Mean	3.907985 × 10^-16
Median Absolute Deviation (MAD)	0.66883532
Skewness	-0.0096481834
Sum	1.5418777 × 10^-11
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4813285722	96	0.2%
-0.7403785843	93	0.2%
1.09281305	87	0.2%
1.230552748	85	0.2%
-0.7413554616	83	0.2%
0.1029107333	72	0.2%
0.4351304172	72	0.2%
0.5420170736	70	0.2%
-0.1652827851	67	0.2%
-1.019602675	61	0.2%
Other values (981)	39214	98.0%

Value	Count	Frequency (%)
-3.34839672	39	0.1%
-3.139426387	36	0.1%
-2.921664159	42	0.1%
-2.807939361	50	0.1%
-2.600352938	49	0.1%
-2.567912471	43	0.1%
-2.451582668	41	0.1%
-2.405995061	39	0.1%
-2.380962581	40	0.1%
-2.377258588	49	0.1%

Value	Count	Frequency (%)
3.222161316	39	0.1%
2.904839011	45	0.1%
2.767343532	43	0.1%
2.734862363	29	0.1%
2.714388643	42	0.1%
2.608845193	40	0.1%
2.533666345	41	0.1%
2.482339584	39	0.1%
2.470983386	45	0.1%
2.464430167	44	0.1%

Umbrella_Limit
Real number (ℝ)

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7022828 × 10^-17

Minimum	-0.47963309
Maximum	3.9013779
Zeros	0
Zeros (%)	0.0%
Negative	32002
Negative (%)	80.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	-0.47963309
5-th percentile	-0.47963309
Q1	-0.47963309
median	-0.47963309
Q3	-0.47963309
95-th percentile	2.1489735
Maximum	3.9013779
Range	4.381011
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	3.7006211 × 10¹⁶
Kurtosis	1.7558994
Mean	2.7022828 × 10^-17
Median Absolute Deviation (MAD)	0
Skewness	1.8032284
Sum	2.8510527 × 10^-13
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
-0.4796330874	31960	79.9%
2.14897353	2224	5.6%
1.710872427	1877	4.7%
1.272771324	1588	4.0%
2.587074633	1183	3.0%
0.8346702212	443	1.1%
3.025175735	321	0.8%
3.463276838	177	0.4%
0.3965691183	119	0.3%
3.901377941	66	0.2%

Value	Count	Frequency (%)
-0.4796330874	31960	79.9%
-0.04153198455	42	0.1%
0.3965691183	119	0.3%
0.8346702212	443	1.1%
1.272771324	1588	4.0%
1.710872427	1877	4.7%
2.14897353	2224	5.6%
2.587074633	1183	3.0%
3.025175735	321	0.8%
3.463276838	177	0.4%

Value	Count	Frequency (%)
3.901377941	66	0.2%
3.463276838	177	0.4%
3.025175735	321	0.8%
2.587074633	1183	3.0%
2.14897353	2224	5.6%
1.710872427	1877	4.7%
1.272771324	1588	4.0%
0.8346702212	443	1.1%
0.3965691183	119	0.3%
-0.04153198455	42	0.1%

Insured_Zip
Real number (ℝ)

Distinct	995
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.5063506 × 10^-16

Minimum	-0.99442167
Maximum	1.6670296
Zeros	0
Zeros (%)	0.0%
Negative	28196
Negative (%)	70.5%
Memory size	312.6 KiB

Quantile statistics

Minimum	-0.99442167
5-th percentile	-0.95020313
Q1	-0.73878804
median	-0.48691946
Q3	1.4200556
95-th percentile	1.6182421
Maximum	1.6670296
Range	2.6614513
Interquartile range (IQR)	2.1588436

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	-6.6386438 × 10¹⁵
Kurtosis	-1.2001256
Mean	-1.5063506 × 10^-16
Median Absolute Deviation (MAD)	0.305946
Skewness	0.80953764
Sum	-5.7251981 × 10^-12
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3307810236	92	0.2%
-0.7602767694	84	0.2%
-0.9791104297	80	0.2%
-0.6249158862	71	0.2%
-0.4460476416	69	0.2%
-0.8303347768	61	0.2%
1.384510639	59	0.1%
-0.3367353965	59	0.1%
-0.9298718103	58	0.1%
1.647618617	57	0.1%
Other values (985)	39310	98.3%

Value	Count	Frequency (%)
-0.9944216742	40	0.1%
-0.9939057215	47	0.1%
-0.9926367568	40	0.1%
-0.9905729461	43	0.1%
-0.9879652933	43	0.1%
-0.9872122813	39	0.1%
-0.98705889	49	0.1%
-0.9865987159	37	0.1%
-0.9859154273	54	0.1%
-0.9842699565	40	0.1%

Value	Count	Frequency (%)
1.667029593	46	0.1%
1.665732739	37	0.1%
1.665035506	48	0.1%
1.664170937	42	0.1%
1.663892043	38	0.1%
1.66068477	54	0.1%
1.660489545	28	0.1%
1.660210651	46	0.1%
1.658607015	34	0.1%
1.65650137	34	0.1%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

female	21614
male	18386

Length

Max length	6
Median length	6
Mean length	5.0807
Min length	4

Characters and Unicode

Total characters	203228
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	female
2nd row	male
3rd row	female
4th row	male
5th row	male

Common Values

Value	Count	Frequency (%)
female	21614	54.0%
male	18386	46.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	21614	54.0%
male	18386	46.0%

Most occurring characters

Value	Count	Frequency (%)
e	61614	30.3%
a	40000	19.7%
m	40000	19.7%
l	40000	19.7%
f	21614	10.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	203228	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	61614	30.3%
a	40000	19.7%
m	40000	19.7%
l	40000	19.7%
f	21614	10.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	203228	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	61614	30.3%
a	40000	19.7%
m	40000	19.7%
l	40000	19.7%
f	21614	10.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	203228	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	61614	30.3%
a	40000	19.7%
m	40000	19.7%
l	40000	19.7%
f	21614	10.6%

Education
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

jd	6443
high school	6405
associate	5801
masters	5721
md	5713
Other values (2)	9917

Length

Max length	11
Median length	9
Mean length	5.91825
Min length	2

Characters and Unicode

Total characters	236730
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	high school
2nd row	associate
3rd row	masters
4th row	phd
5th row	md

Common Values

Value	Count	Frequency (%)
jd	6443	16.1%
high school	6405	16.0%
associate	5801	14.5%
masters	5721	14.3%
md	5713	14.3%
college	4989	12.5%
phd	4928	12.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
jd	6443	13.9%
high	6405	13.8%
school	6405	13.8%
associate	5801	12.5%
masters	5721	12.3%
md	5713	12.3%
college	4989	10.8%
phd	4928	10.6%

Most occurring characters

Value	Count	Frequency (%)
s	29449	12.4%
h	24143	10.2%
o	23600	10.0%
e	21500	9.1%
a	17323	7.3%
c	17195	7.3%
d	17084	7.2%
l	16383	6.9%
i	12206	5.2%
t	11522	4.9%
Other values (6)	46325	19.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	236730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
s	29449	12.4%
h	24143	10.2%
o	23600	10.0%
e	21500	9.1%
a	17323	7.3%
c	17195	7.3%
d	17084	7.2%
l	16383	6.9%
i	12206	5.2%
t	11522	4.9%
Other values (6)	46325	19.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	236730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
s	29449	12.4%
h	24143	10.2%
o	23600	10.0%
e	21500	9.1%
a	17323	7.3%
c	17195	7.3%
d	17084	7.2%
l	16383	6.9%
i	12206	5.2%
t	11522	4.9%
Other values (6)	46325	19.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	236730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
s	29449	12.4%
h	24143	10.2%
o	23600	10.0%
e	21500	9.1%
a	17323	7.3%
c	17195	7.3%
d	17084	7.2%
l	16383	6.9%
i	12206	5.2%
t	11522	4.9%
Other values (6)	46325	19.6%

Occupation
Categorical

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

machine-op-inspct	3763
prof-specialty	3391
craft-repair	3080
sales	3010
tech-support	2988
Other values (9)	23768

Length

Max length	17
Median length	16
Mean length	13.533475
Min length	5

Characters and Unicode

Total characters	541339
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	adm-clerical
2nd row	protective-serv
3rd row	priv-house-serv
4th row	tech-support
5th row	exec-managerial

Common Values

Value	Count	Frequency (%)
machine-op-inspct	3763	9.4%
prof-specialty	3391	8.5%
craft-repair	3080	7.7%
sales	3010	7.5%
tech-support	2988	7.5%
exec-managerial	2970	7.4%
priv-house-serv	2869	7.2%
other-service	2864	7.2%
transport-moving	2859	7.1%
armed-forces	2761	6.9%
Other values (4)	9445	23.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
machine-op-inspct	3763	9.4%
prof-specialty	3391	8.5%
craft-repair	3080	7.7%
sales	3010	7.5%
tech-support	2988	7.5%
exec-managerial	2970	7.4%
priv-house-serv	2869	7.2%
other-service	2864	7.2%
transport-moving	2859	7.1%
armed-forces	2761	6.9%
Other values (4)	9445	23.6%

Most occurring characters

Value	Count	Frequency (%)
e	61708	11.4%
r	55460	10.2%
-	43622	8.1%
a	42455	7.8%
s	39436	7.3%
i	37185	6.9%
c	35408	6.5%
p	31651	5.8%
t	29910	5.5%
o	26913	5.0%
Other values (11)	137591	25.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	541339	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	61708	11.4%
r	55460	10.2%
-	43622	8.1%
a	42455	7.8%
s	39436	7.3%
i	37185	6.9%
c	35408	6.5%
p	31651	5.8%
t	29910	5.5%
o	26913	5.0%
Other values (11)	137591	25.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	541339	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	61708	11.4%
r	55460	10.2%
-	43622	8.1%
a	42455	7.8%
s	39436	7.3%
i	37185	6.9%
c	35408	6.5%
p	31651	5.8%
t	29910	5.5%
o	26913	5.0%
Other values (11)	137591	25.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	541339	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	61708	11.4%
r	55460	10.2%
-	43622	8.1%
a	42455	7.8%
s	39436	7.3%
i	37185	6.9%
c	35408	6.5%
p	31651	5.8%
t	29910	5.5%
o	26913	5.0%
Other values (11)	137591	25.4%

Hobbies
Categorical

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

reading	2619
exercise	2282
bungie-jumping	2263
paintball	2252
movies	2237
Other values (15)	28347

Length

Max length	14
Median length	11
Mean length	8.110075
Min length	4

Characters and Unicode

Total characters	324403
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	polo
2nd row	movies
3rd row	board-games
4th row	reading
5th row	camping

Common Values

Value	Count	Frequency (%)
reading	2619	6.5%
exercise	2282	5.7%
bungie-jumping	2263	5.7%
paintball	2252	5.6%
movies	2237	5.6%
camping	2207	5.5%
kayaking	2196	5.5%
golf	2141	5.4%
yachting	2106	5.3%
hiking	2054	5.1%
Other values (10)	17643	44.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
reading	2619	6.5%
exercise	2282	5.7%
bungie-jumping	2263	5.7%
paintball	2252	5.6%
movies	2237	5.6%
camping	2207	5.5%
kayaking	2196	5.5%
golf	2141	5.4%
yachting	2106	5.3%
hiking	2054	5.1%
Other values (10)	17643	44.1%

Most occurring characters

Value	Count	Frequency (%)
i	37129	11.4%
g	28980	8.9%
e	28269	8.7%
a	27900	8.6%
n	26778	8.3%
s	21843	6.7%
o	13577	4.2%
l	12828	4.0%
m	12580	3.9%
p	12193	3.8%
Other values (14)	102326	31.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	324403	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	37129	11.4%
g	28980	8.9%
e	28269	8.7%
a	27900	8.6%
n	26778	8.3%
s	21843	6.7%
o	13577	4.2%
l	12828	4.0%
m	12580	3.9%
p	12193	3.8%
Other values (14)	102326	31.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	324403	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	37129	11.4%
g	28980	8.9%
e	28269	8.7%
a	27900	8.6%
n	26778	8.3%
s	21843	6.7%
o	13577	4.2%
l	12828	4.0%
m	12580	3.9%
p	12193	3.8%
Other values (14)	102326	31.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	324403	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	37129	11.4%
g	28980	8.9%
e	28269	8.7%
a	27900	8.6%
n	26778	8.3%
s	21843	6.7%
o	13577	4.2%
l	12828	4.0%
m	12580	3.9%
p	12193	3.8%
Other values (14)	102326	31.5%

Insured_Relationship
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

own-child	7343
other-relative	7053
not-in-family	6978
husband	6758
wife	6176

Length

Max length	14
Median length	13
Mean length	9.469525
Min length	4

Characters and Unicode

Total characters	378781
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	other-relative
2nd row	husband
3rd row	other-relative
4th row	own-child
5th row	husband

Common Values

Value	Count	Frequency (%)
own-child	7343	18.4%
other-relative	7053	17.6%
not-in-family	6978	17.4%
husband	6758	16.9%
wife	6176	15.4%
unmarried	5692	14.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
own-child	7343	18.4%
other-relative	7053	17.6%
not-in-family	6978	17.4%
husband	6758	16.9%
wife	6176	15.4%
unmarried	5692	14.2%

Most occurring characters

Value	Count	Frequency (%)
i	40220	10.6%
n	33749	8.9%
e	33027	8.7%
-	28352	7.5%
a	26481	7.0%
r	25490	6.7%
l	21374	5.6%
o	21374	5.6%
h	21154	5.6%
t	21084	5.6%
Other values (10)	106476	28.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	378781	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	40220	10.6%
n	33749	8.9%
e	33027	8.7%
-	28352	7.5%
a	26481	7.0%
r	25490	6.7%
l	21374	5.6%
o	21374	5.6%
h	21154	5.6%
t	21084	5.6%
Other values (10)	106476	28.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	378781	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	40220	10.6%
n	33749	8.9%
e	33027	8.7%
-	28352	7.5%
a	26481	7.0%
r	25490	6.7%
l	21374	5.6%
o	21374	5.6%
h	21154	5.6%
t	21084	5.6%
Other values (10)	106476	28.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	378781	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	40220	10.6%
n	33749	8.9%
e	33027	8.7%
-	28352	7.5%
a	26481	7.0%
r	25490	6.7%
l	21374	5.6%
o	21374	5.6%
h	21154	5.6%
t	21084	5.6%
Other values (10)	106476	28.1%

Capital_Gains
Real number (ℝ)

Distinct	338
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5916157 × 10^-16

Minimum	-0.90469909
Maximum	2.7157281
Zeros	0
Zeros (%)	0.0%
Negative	21240
Negative (%)	53.1%
Memory size	312.6 KiB

Quantile statistics

Minimum	-0.90469909
5-th percentile	-0.90469909
Q1	-0.90469909
median	-0.90469909
Q3	0.92532778
95-th percentile	1.638606
Maximum	2.7157281
Range	3.6204272
Interquartile range (IQR)	1.8300269

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	6.2830021 × 10¹⁵
Kurtosis	-1.2805004
Mean	1.5916157 × 10^-16
Median Absolute Deviation (MAD)	0
Skewness	0.47275984
Sum	1.3848478 × 10^-11
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.9046990932	20249	50.6%
0.763219103	206	0.5%
1.562955258	183	0.5%
0.6803635555	140	0.4%
0.7343997821	140	0.4%
0.9505446888	138	0.3%
0.7776287635	133	0.3%
1.242340313	131	0.3%
0.4245920826	129	0.3%
1.202713747	127	0.3%
Other values (328)	18424	46.1%

Value	Count	Frequency (%)
-0.9046990932	20249	50.6%
-0.8758797724	41	0.1%
-0.5444575822	46	0.1%
-0.5084334311	36	0.1%
-0.4688068648	46	0.1%
-0.4435899591	43	0.1%
-0.4327827137	33	0.1%
-0.3967585626	47	0.1%
-0.3247102604	48	0.1%
-0.2814812791	40	0.1%

Value	Count	Frequency (%)
2.715728093	33	0.1%
2.654487036	45	0.1%
2.510390432	44	0.1%
2.405920394	29	0.1%
2.362691412	39	0.1%
2.294245525	36	0.1%
2.279835865	34	0.1%
2.258221374	35	0.1%
2.153751336	36	0.1%
2.117727185	45	0.1%

Capital_Loss
Real number (ℝ)

Distinct	354
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1832315 × 10^-16

Minimum	-3.0028522
Maximum	0.95250361
Zeros	0
Zeros (%)	0.0%
Negative	19716
Negative (%)	49.3%
Memory size	312.6 KiB

Quantile statistics

Minimum	-3.0028522
5-th percentile	-1.6143834
Q1	-0.88098715
median	0.15502414
Q3	0.95250361
95-th percentile	0.95250361
Maximum	0.95250361
Range	3.9553558
Interquartile range (IQR)	1.8334908

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	3.1415011 × 10¹⁵
Kurtosis	-1.3114989
Mean	3.1832315 × 10^-16
Median Absolute Deviation (MAD)	0.79747947
Skewness	-0.39283306
Sum	3.9719339 × 10^-12
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9525036105	19043	47.6%
-0.1760722535	217	0.5%
-0.9593110234	191	0.5%
-0.8382650317	181	0.5%
-0.7991030932	176	0.4%
-0.215234192	174	0.4%
-0.9628711997	169	0.4%
-1.233444593	161	0.4%
-0.8631862653	153	0.4%
-1.126639306	151	0.4%
Other values (344)	19384	48.5%

Value	Count	Frequency (%)
-3.002852178	44	0.1%
-2.379821338	45	0.1%
-2.301497461	29	0.1%
-2.294377109	42	0.1%
-2.273016051	48	0.1%
-2.258775346	30	0.1%
-2.25521517	34	0.1%
-2.230293937	37	0.1%
-2.191131998	41	0.1%
-2.155530236	36	0.1%

Value	Count	Frequency (%)
0.9525036105	19043	47.6%
0.7495735655	26	0.1%
0.7282125082	36	0.1%
0.6498886312	48	0.1%
0.5751249304	42	0.1%
0.521722287	29	0.1%
0.4825603485	38	0.1%
0.4611992912	48	0.1%
0.3971161191	36	0.1%
0.3935559428	76	0.2%

Garage_Location
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

False	39758
True	242

Value	Count	Frequency (%)
False	39758	99.4%
True	242	0.6%

Accident_Date
Date

Distinct	60
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Minimum	2024-01-01 00:00:00
Maximum	2024-03-01 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

Accident_Type
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

multi-vehicle collision	16817
single vehicle collision	16110
vehicle theft	3710
parked car	3363

Length

Max length	24
Median length	23
Mean length	21.382275
Min length	10

Characters and Unicode

Total characters	855291
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	single vehicle collision
2nd row	multi-vehicle collision
3rd row	multi-vehicle collision
4th row	single vehicle collision
5th row	multi-vehicle collision

Common Values

Value	Count	Frequency (%)
multi-vehicle collision	16817	42.0%
single vehicle collision	16110	40.3%
vehicle theft	3710	9.3%
parked car	3363	8.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
collision	32927	34.3%
vehicle	19820	20.6%
multi-vehicle	16817	17.5%
single	16110	16.8%
theft	3710	3.9%
parked	3363	3.5%
car	3363	3.5%

Most occurring characters

Value	Count	Frequency (%)
l	135418	15.8%
i	135418	15.8%
e	96457	11.3%
c	72927	8.5%
o	65854	7.7%
	56110	6.6%
s	49037	5.7%
n	49037	5.7%
h	40347	4.7%
v	36637	4.3%
Other values (11)	118049	13.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	855291	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	135418	15.8%
i	135418	15.8%
e	96457	11.3%
c	72927	8.5%
o	65854	7.7%
	56110	6.6%
s	49037	5.7%
n	49037	5.7%
h	40347	4.7%
v	36637	4.3%
Other values (11)	118049	13.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	855291	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	135418	15.8%
i	135418	15.8%
e	96457	11.3%
c	72927	8.5%
o	65854	7.7%
	56110	6.6%
s	49037	5.7%
n	49037	5.7%
h	40347	4.7%
v	36637	4.3%
Other values (11)	118049	13.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	855291	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	135418	15.8%
i	135418	15.8%
e	96457	11.3%
c	72927	8.5%
o	65854	7.7%
	56110	6.6%
s	49037	5.7%
n	49037	5.7%
h	40347	4.7%
v	36637	4.3%
Other values (11)	118049	13.8%

Collision_Type
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

rear collision	11728
side collision	11047
front collision	10152
unknown	7073

Length

Max length	15
Median length	14
Mean length	13.016025
Min length	7

Characters and Unicode

Total characters	520641
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	rear collision
2nd row	side collision
3rd row	rear collision
4th row	rear collision
5th row	side collision

Common Values

Value	Count	Frequency (%)
rear collision	11728	29.3%
side collision	11047	27.6%
front collision	10152	25.4%
unknown	7073	17.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
collision	32927	45.2%
rear	11728	16.1%
side	11047	15.1%
front	10152	13.9%
unknown	7073	9.7%

Most occurring characters

Value	Count	Frequency (%)
o	83079	16.0%
i	76901	14.8%
l	65854	12.6%
n	64298	12.3%
s	43974	8.4%
r	33608	6.5%
	32927	6.3%
c	32927	6.3%
e	22775	4.4%
a	11728	2.3%
Other values (6)	52570	10.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	520641	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	83079	16.0%
i	76901	14.8%
l	65854	12.6%
n	64298	12.3%
s	43974	8.4%
r	33608	6.5%
	32927	6.3%
c	32927	6.3%
e	22775	4.4%
a	11728	2.3%
Other values (6)	52570	10.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	520641	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	83079	16.0%
i	76901	14.8%
l	65854	12.6%
n	64298	12.3%
s	43974	8.4%
r	33608	6.5%
	32927	6.3%
c	32927	6.3%
e	22775	4.4%
a	11728	2.3%
Other values (6)	52570	10.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	520641	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	83079	16.0%
i	76901	14.8%
l	65854	12.6%
n	64298	12.3%
s	43974	8.4%
r	33608	6.5%
	32927	6.3%
c	32927	6.3%
e	22775	4.4%
a	11728	2.3%
Other values (6)	52570	10.1%

Accident_Severity
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

minor damage	14222
total loss	11187
major damage	11052
trivial damage	3539

Length

Max length	14
Median length	12
Mean length	11.6176
Min length	10

Characters and Unicode

Total characters	464704
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	total loss
2nd row	major damage
3rd row	total loss
4th row	major damage
5th row	total loss

Common Values

Value	Count	Frequency (%)
minor damage	14222	35.6%
total loss	11187	28.0%
major damage	11052	27.6%
trivial damage	3539	8.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
damage	28813	36.0%
minor	14222	17.8%
total	11187	14.0%
loss	11187	14.0%
major	11052	13.8%
trivial	3539	4.4%

Most occurring characters

Value	Count	Frequency (%)
a	83404	17.9%
m	54087	11.6%
o	47648	10.3%
	40000	8.6%
r	28813	6.2%
g	28813	6.2%
d	28813	6.2%
e	28813	6.2%
t	25913	5.6%
l	25913	5.6%
Other values (5)	72487	15.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	464704	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	83404	17.9%
m	54087	11.6%
o	47648	10.3%
	40000	8.6%
r	28813	6.2%
g	28813	6.2%
d	28813	6.2%
e	28813	6.2%
t	25913	5.6%
l	25913	5.6%
Other values (5)	72487	15.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	464704	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	83404	17.9%
m	54087	11.6%
o	47648	10.3%
	40000	8.6%
r	28813	6.2%
g	28813	6.2%
d	28813	6.2%
e	28813	6.2%
t	25913	5.6%
l	25913	5.6%
Other values (5)	72487	15.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	464704	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	83404	17.9%
m	54087	11.6%
o	47648	10.3%
	40000	8.6%
r	28813	6.2%
g	28813	6.2%
d	28813	6.2%
e	28813	6.2%
t	25913	5.6%
l	25913	5.6%
Other values (5)	72487	15.6%

authorities_contacted
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

police	11491
fire	8801
other	8102
ambulance	8006
unknown	3600

Length

Max length	9
Median length	7
Mean length	6.04785
Min length	4

Characters and Unicode

Total characters	241914
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ambulance
2nd row	other
3rd row	police
4th row	ambulance
5th row	other

Common Values

Value	Count	Frequency (%)
police	11491	28.7%
fire	8801	22.0%
other	8102	20.3%
ambulance	8006	20.0%
unknown	3600	9.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
police	11491	28.7%
fire	8801	22.0%
other	8102	20.3%
ambulance	8006	20.0%
unknown	3600	9.0%

Most occurring characters

Value	Count	Frequency (%)
e	36400	15.0%
o	23193	9.6%
i	20292	8.4%
c	19497	8.1%
l	19497	8.1%
n	18806	7.8%
r	16903	7.0%
a	16012	6.6%
u	11606	4.8%
p	11491	4.8%
Other values (7)	48217	19.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	241914	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	36400	15.0%
o	23193	9.6%
i	20292	8.4%
c	19497	8.1%
l	19497	8.1%
n	18806	7.8%
r	16903	7.0%
a	16012	6.6%
u	11606	4.8%
p	11491	4.8%
Other values (7)	48217	19.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	241914	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	36400	15.0%
o	23193	9.6%
i	20292	8.4%
c	19497	8.1%
l	19497	8.1%
n	18806	7.8%
r	16903	7.0%
a	16012	6.6%
u	11606	4.8%
p	11491	4.8%
Other values (7)	48217	19.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	241914	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	36400	15.0%
o	23193	9.6%
i	20292	8.4%
c	19497	8.1%
l	19497	8.1%
n	18806	7.8%
r	16903	7.0%
a	16012	6.6%
u	11606	4.8%
p	11491	4.8%
Other values (7)	48217	19.9%

Acccident_State
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.5579538 × 10^-17

Minimum	-1.5063043
Maximum	1.2771345
Zeros	0
Zeros (%)	0.0%
Negative	16969
Negative (%)	42.4%
Memory size	312.6 KiB

Quantile statistics

Minimum	-1.5063043
5-th percentile	-1.5063043
Q1	-1.0423979
median	0.34932158
Q3	0.81322806
95-th percentile	1.2771345
Maximum	1.2771345
Range	2.7834389
Interquartile range (IQR)	1.8556259

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	-3.9094235 × 10¹⁶
Kurtosis	-1.4920915
Mean	-2.5579538 × 10^-17
Median Absolute Deviation (MAD)	0.92781296
Skewness	-0.15088727
Sum	-1.0231815 × 10^-12
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
-1.042397863	10493	26.2%
0.3493215802	9913	24.8%
1.277134542	8736	21.8%
0.8132280613	4382	11.0%
-1.506304344	4375	10.9%
-0.1145849008	1207	3.0%
-0.5784913819	894	2.2%

Value	Count	Frequency (%)
-1.506304344	4375	10.9%
-1.042397863	10493	26.2%
-0.5784913819	894	2.2%
-0.1145849008	1207	3.0%
0.3493215802	9913	24.8%
0.8132280613	4382	11.0%
1.277134542	8736	21.8%

Value	Count	Frequency (%)
1.277134542	8736	21.8%
0.8132280613	4382	11.0%
0.3493215802	9913	24.8%
-0.1145849008	1207	3.0%
-0.5784913819	894	2.2%
-1.042397863	10493	26.2%
-1.506304344	4375	10.9%

Acccident_City
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-9.094947 × 10^-17

Minimum	-1.4785942
Maximum	1.4713423
Zeros	0
Zeros (%)	0.0%
Negative	23194
Negative (%)	58.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	-1.4785942
5-th percentile	-1.4785942
Q1	-0.98693811
median	-0.0036259635
Q3	0.97968618
95-th percentile	1.4713423
Maximum	1.4713423
Range	2.9499364
Interquartile range (IQR)	1.9666243

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	-1.0995254 × 10¹⁶
Kurtosis	-1.2832769
Mean	-9.094947 × 10^-17
Median Absolute Deviation (MAD)	0.98331214
Skewness	0.023995321
Sum	-3.6379788 × 10^-12
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1.471342251	6343	15.9%
-0.9869381067	5953	14.9%
-0.003625963528	5928	14.8%
-1.478594178	5767	14.4%
0.9796861796	5556	13.9%
-0.4952820351	5546	13.9%
0.488030108	4907	12.3%

Value	Count	Frequency (%)
-1.478594178	5767	14.4%
-0.9869381067	5953	14.9%
-0.4952820351	5546	13.9%
-0.003625963528	5928	14.8%
0.488030108	4907	12.3%
0.9796861796	5556	13.9%
1.471342251	6343	15.9%

Value	Count	Frequency (%)
1.471342251	6343	15.9%
0.9796861796	5556	13.9%
0.488030108	4907	12.3%
-0.003625963528	5928	14.8%
-0.4952820351	5546	13.9%
-0.9869381067	5953	14.9%
-1.478594178	5767	14.4%

Accident_Location
Real number (ℝ)

Distinct	1000
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9790393 × 10^-17

Minimum	-1.7211443
Maximum	1.7414284
Zeros	0
Zeros (%)	0.0%
Negative	20047
Negative (%)	50.1%
Memory size	312.6 KiB

Quantile statistics

Minimum	-1.7211443
5-th percentile	-1.5547744
Q1	-0.86503272
median	-0.0054551118
Q3	0.86105458
95-th percentile	1.5646604
Maximum	1.7414284
Range	3.4625727
Interquartile range (IQR)	1.7260873

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	2.5132009 × 10¹⁶
Kurtosis	-1.1965714
Mean	3.9790393 × 10^-17
Median Absolute Deviation (MAD)	0.86304365
Skewness	0.010409536
Sum	2.0250468 × 10^-12
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3654110354	61	0.2%
-1.170044135	59	0.1%
-1.506249894	59	0.1%
-1.159646018	58	0.1%
0.07079774094	57	0.1%
-0.618943972	56	0.1%
-1.346812111	56	0.1%
-1.603298979	56	0.1%
1.35669812	55	0.1%
-0.3693891814	55	0.1%
Other values (990)	39428	98.6%

Value	Count	Frequency (%)
-1.721144297	47	0.1%
-1.717678259	48	0.1%
-1.71421222	42	0.1%
-1.710746181	40	0.1%
-1.707280142	35	0.1%
-1.703814103	41	0.1%
-1.700348065	45	0.1%
-1.696882026	39	0.1%
-1.693415987	43	0.1%
-1.689949948	45	0.1%

Value	Count	Frequency (%)
1.741428423	51	0.1%
1.737962384	36	0.1%
1.734496345	45	0.1%
1.731030306	38	0.1%
1.727564268	37	0.1%
1.724098229	29	0.1%
1.72063219	34	0.1%
1.717166151	33	0.1%
1.713700113	39	0.1%
1.710234074	46	0.1%

Accident_Hour
Real number (ℝ)

Distinct	24
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3642421 × 10^-16

Minimum	-1.6737861
Maximum	1.6348876
Zeros	0
Zeros (%)	0.0%
Negative	19334
Negative (%)	48.3%
Memory size	312.6 KiB

Quantile statistics

Minimum	-1.6737861
5-th percentile	-1.6737861
Q1	-0.81065383
median	0.052478442
Q3	0.77175534
95-th percentile	1.6348876
Maximum	1.6348876
Range	3.3086737
Interquartile range (IQR)	1.5824092

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	7.3301691 × 10¹⁵
Kurtosis	-1.1989171
Mean	1.3642421 × 10^-16
Median Absolute Deviation (MAD)	0.86313228
Skewness	-0.034852126
Sum	6.1390892 × 10^-12
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
-1.242219973	2228	5.6%
0.7717553402	2164	5.4%
-1.673786112	2044	5.1%
1.634887617	2007	5.0%
0.6278999606	1944	4.9%
-0.2352323166	1863	4.7%
-1.098364594	1861	4.7%
0.196333822	1837	4.6%
-0.8106538348	1761	4.4%
-0.3790876962	1680	4.2%
Other values (14)	20611	51.5%

Value	Count	Frequency (%)
-1.673786112	2044	5.1%
-1.529930733	1175	2.9%
-1.386075353	1238	3.1%
-1.242219973	2228	5.6%
-1.098364594	1861	4.7%
-0.9545092143	1290	3.2%
-0.8106538348	1761	4.4%
-0.6667984553	1554	3.9%
-0.5229430757	1409	3.5%
-0.3790876962	1680	4.2%

Value	Count	Frequency (%)
1.634887617	2007	5.0%
1.491032238	1532	3.8%
1.347176858	1664	4.2%
1.203321479	1407	3.5%
1.059466099	1587	4.0%
0.9156107197	1669	4.2%
0.7717553402	2164	5.4%
0.6278999606	1944	4.9%
0.4840445811	1591	4.0%
0.3401892015	1611	4.0%

Num_of_Vehicles_Involved
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

-0.8256105836925834	23183
1.1383169443442478	14314
0.1563531803258321	1253
2.120280708362664	1250

Length

Max length	19
Median length	19
Mean length	18.548325
Min length	17

Characters and Unicode

Total characters	741933
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.8256105836925834
2nd row	2.120280708362664
3rd row	1.1383169443442478
4th row	-0.8256105836925834
5th row	1.1383169443442478

Common Values

Value	Count	Frequency (%)
-0.8256105836925834	23183	58.0%
1.1383169443442478	14314	35.8%
0.1563531803258321	1253	3.1%
2.120280708362664	1250	3.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.8256105836925834	23183	58.0%
1.1383169443442478	14314	35.8%
0.1563531803258321	1253	3.1%
2.120280708362664	1250	3.1%

Most occurring characters

Value	Count	Frequency (%)
8	103183	13.9%
4	96003	12.9%
3	95570	12.9%
5	73308	9.9%
1	71134	9.6%
2	68186	9.2%
6	65683	8.9%
0	52622	7.1%
.	40000	5.4%
9	37497	5.1%
Other values (2)	38747	5.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	741933	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
8	103183	13.9%
4	96003	12.9%
3	95570	12.9%
5	73308	9.9%
1	71134	9.6%
2	68186	9.2%
6	65683	8.9%
0	52622	7.1%
.	40000	5.4%
9	37497	5.1%
Other values (2)	38747	5.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	741933	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
8	103183	13.9%
4	96003	12.9%
3	95570	12.9%
5	73308	9.9%
1	71134	9.6%
2	68186	9.2%
6	65683	8.9%
0	52622	7.1%
.	40000	5.4%
9	37497	5.1%
Other values (2)	38747	5.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	741933	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
8	103183	13.9%
4	96003	12.9%
3	95570	12.9%
5	73308	9.9%
1	71134	9.6%
2	68186	9.2%
6	65683	8.9%
0	52622	7.1%
.	40000	5.4%
9	37497	5.1%
Other values (2)	38747	5.2%

Property_Damage
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

unknown	14477
no	13482
yes	12041

Length

Max length	7
Median length	3
Mean length	4.11065
Min length	2

Characters and Unicode

Total characters	164426
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	yes
3rd row	no
4th row	yes
5th row	unknown

Common Values

Value	Count	Frequency (%)
unknown	14477	36.2%
no	13482	33.7%
yes	12041	30.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
unknown	14477	36.2%
no	13482	33.7%
yes	12041	30.1%

Most occurring characters

Value	Count	Frequency (%)
n	56913	34.6%
o	27959	17.0%
u	14477	8.8%
k	14477	8.8%
w	14477	8.8%
y	12041	7.3%
e	12041	7.3%
s	12041	7.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	164426	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	56913	34.6%
o	27959	17.0%
u	14477	8.8%
k	14477	8.8%
w	14477	8.8%
y	12041	7.3%
e	12041	7.3%
s	12041	7.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	164426	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	56913	34.6%
o	27959	17.0%
u	14477	8.8%
k	14477	8.8%
w	14477	8.8%
y	12041	7.3%
e	12041	7.3%
s	12041	7.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	164426	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	56913	34.6%
o	27959	17.0%
u	14477	8.8%
k	14477	8.8%
w	14477	8.8%
y	12041	7.3%
e	12041	7.3%
s	12041	7.3%

Bodily_Injuries
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

1.22203168311886	13381
-1.226254977608615	13312
-0.0021116472448774	13307

Length

Max length	19
Median length	18
Mean length	17.663625
Min length	16

Characters and Unicode

Total characters	706545
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-1.226254977608615
2nd row	1.22203168311886
3rd row	-1.226254977608615
4th row	1.22203168311886
5th row	-1.226254977608615

Common Values

Value	Count	Frequency (%)
1.22203168311886	13381	33.5%
-1.226254977608615	13312	33.3%
-0.0021116472448774	13307	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.22203168311886	13381	33.5%
1.226254977608615	13312	33.3%
0.0021116472448774	13307	33.3%

Most occurring characters

Value	Count	Frequency (%)
1	120069	17.0%
2	106693	15.1%
6	80005	11.3%
8	66762	9.4%
0	66614	9.4%
7	66545	9.4%
4	66540	9.4%
.	40000	5.7%
3	26762	3.8%
5	26624	3.8%
Other values (2)	39931	5.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	706545	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	120069	17.0%
2	106693	15.1%
6	80005	11.3%
8	66762	9.4%
0	66614	9.4%
7	66545	9.4%
4	66540	9.4%
.	40000	5.7%
3	26762	3.8%
5	26624	3.8%
Other values (2)	39931	5.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	706545	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	120069	17.0%
2	106693	15.1%
6	80005	11.3%
8	66762	9.4%
0	66614	9.4%
7	66545	9.4%
4	66540	9.4%
.	40000	5.7%
3	26762	3.8%
5	26624	3.8%
Other values (2)	39931	5.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	706545	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	120069	17.0%
2	106693	15.1%
6	80005	11.3%
8	66762	9.4%
0	66614	9.4%
7	66545	9.4%
4	66540	9.4%
.	40000	5.7%
3	26762	3.8%
5	26624	3.8%
Other values (2)	39931	5.7%

Witnesses
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

-0.4329664155110092	10231
-1.3299807947745077	10108
0.4640479637524894	9907
1.361062343015988	9754

Length

Max length	19
Median length	19
Mean length	18.264625
Min length	17

Characters and Unicode

Total characters	730585
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.4640479637524894
2nd row	-1.3299807947745077
3rd row	0.4640479637524894
4th row	1.361062343015988
5th row	-0.4329664155110092

Common Values

Value	Count	Frequency (%)
-0.4329664155110092	10231	25.6%
-1.3299807947745077	10108	25.3%
0.4640479637524894	9907	24.8%
1.361062343015988	9754	24.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.4329664155110092	10231	25.6%
1.3299807947745077	10108	25.3%
0.4640479637524894	9907	24.8%
1.361062343015988	9754	24.4%

Most occurring characters

Value	Count	Frequency (%)
4	99967	13.7%
0	90231	12.4%
9	80354	11.0%
7	70354	9.6%
1	70063	9.6%
6	59784	8.2%
3	59508	8.1%
2	50231	6.9%
5	50231	6.9%
.	40000	5.5%
Other values (2)	59862	8.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	730585	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	99967	13.7%
0	90231	12.4%
9	80354	11.0%
7	70354	9.6%
1	70063	9.6%
6	59784	8.2%
3	59508	8.1%
2	50231	6.9%
5	50231	6.9%
.	40000	5.5%
Other values (2)	59862	8.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	730585	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	99967	13.7%
0	90231	12.4%
9	80354	11.0%
7	70354	9.6%
1	70063	9.6%
6	59784	8.2%
3	59508	8.1%
2	50231	6.9%
5	50231	6.9%
.	40000	5.5%
Other values (2)	59862	8.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	730585	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	99967	13.7%
0	90231	12.4%
9	80354	11.0%
7	70354	9.6%
1	70063	9.6%
6	59784	8.2%
3	59508	8.1%
2	50231	6.9%
5	50231	6.9%
.	40000	5.5%
Other values (2)	59862	8.2%

Police_Report
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

not available	13716
no	13634
yes	12650

Length

Max length	13
Median length	3
Mean length	6.08815
Min length	2

Characters and Unicode

Total characters	243526
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	yes
2nd row	not available
3rd row	no
4th row	not available
5th row	not available

Common Values

Value	Count	Frequency (%)
not available	13716	34.3%
no	13634	34.1%
yes	12650	31.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	13716	25.5%
available	13716	25.5%
no	13634	25.4%
yes	12650	23.5%

Most occurring characters

Value	Count	Frequency (%)
a	41148	16.9%
l	27432	11.3%
n	27350	11.2%
o	27350	11.2%
e	26366	10.8%
t	13716	5.6%
	13716	5.6%
v	13716	5.6%
i	13716	5.6%
b	13716	5.6%
Other values (2)	25300	10.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	243526	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	41148	16.9%
l	27432	11.3%
n	27350	11.2%
o	27350	11.2%
e	26366	10.8%
t	13716	5.6%
	13716	5.6%
v	13716	5.6%
i	13716	5.6%
b	13716	5.6%
Other values (2)	25300	10.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	243526	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	41148	16.9%
l	27432	11.3%
n	27350	11.2%
o	27350	11.2%
e	26366	10.8%
t	13716	5.6%
	13716	5.6%
v	13716	5.6%
i	13716	5.6%
b	13716	5.6%
Other values (2)	25300	10.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	243526	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	41148	16.9%
l	27432	11.3%
n	27350	11.2%
o	27350	11.2%
e	26366	10.8%
t	13716	5.6%
	13716	5.6%
v	13716	5.6%
i	13716	5.6%
b	13716	5.6%
Other values (2)	25300	10.4%

DL_Expiry_Date
Date

Distinct	365
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Minimum	2024-01-02 00:00:00
Maximum	2026-05-09 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

Claims_Date
Date

Distinct	66
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Minimum	2024-01-01 00:00:00
Maximum	2024-03-06 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

Auto_Make
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4779289 × 10^-16

Minimum	-1.6333896
Maximum	1.6044484
Zeros	0
Zeros (%)	0.0%
Negative	19645
Negative (%)	49.1%
Memory size	312.6 KiB

Quantile statistics

Minimum	-1.6333896
5-th percentile	-1.6333896
Q1	-0.88619626
median	0.11006159
Q3	0.85725497
95-th percentile	1.6044484
Maximum	1.6044484
Range	3.237838
Interquartile range (IQR)	1.7434512

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	6.76631 × 10¹⁵
Kurtosis	-1.2371413
Mean	1.4779289 × 10^-16
Median Absolute Deviation (MAD)	0.74719339
Skewness	-0.023177176
Sum	4.0927262 × 10^-12
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
-0.6371318007	3255	8.1%
1.106319434	3247	8.1%
0.8572549723	3118	7.8%
0.6081905102	3108	7.8%
-0.8861962628	3085	7.7%
-0.3880673385	2889	7.2%
1.355383897	2782	7.0%
0.359126048	2742	6.9%
-1.135260725	2736	6.8%
-1.633389649	2713	6.8%
Other values (4)	10325	25.8%

Value	Count	Frequency (%)
-1.633389649	2713	6.8%
-1.384325187	2701	6.8%
-1.135260725	2736	6.8%
-0.8861962628	3085	7.7%
-0.6371318007	3255	8.1%
-0.3880673385	2889	7.2%
-0.1390028763	2266	5.7%
0.1100615858	2668	6.7%
0.359126048	2742	6.9%
0.6081905102	3108	7.8%

Value	Count	Frequency (%)
1.604448359	2690	6.7%
1.355383897	2782	7.0%
1.106319434	3247	8.1%
0.8572549723	3118	7.8%
0.6081905102	3108	7.8%
0.359126048	2742	6.9%
0.1100615858	2668	6.7%
-0.1390028763	2266	5.7%
-0.3880673385	2889	7.2%
-0.6371318007	3255	8.1%

Auto_Model
Real number (ℝ)

Distinct	39
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9737992 × 10^-17

Minimum	-1.7422902
Maximum	1.6811857
Zeros	0
Zeros (%)	0.0%
Negative	19344
Negative (%)	48.4%
Memory size	312.6 KiB

Quantile statistics

Minimum	-1.7422902
5-th percentile	-1.5621073
Q1	-0.84137552
median	0.059539202
Q3	0.87036245
95-th percentile	1.5010028
Maximum	1.6811857
Range	3.4234759
Interquartile range (IQR)	1.711738

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	2.0105607 × 10¹⁶
Kurtosis	-1.1913337
Mean	4.9737992 × 10^-17
Median Absolute Deviation (MAD)	0.81082325
Skewness	-0.076487036
Sum	2.8990144 × 10^-12
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0.9604539253	1751	4.4%
1.501002759	1663	4.2%
0.6901795083	1504	3.8%
-1.381924356	1489	3.7%
0.3298136189	1443	3.6%
0.05953920179	1399	3.5%
0.7802709806	1291	3.2%
0.1496306741	1286	3.2%
-1.291832884	1212	3.0%
0.870362453	1188	3.0%
Other values (29)	25774	64.4%

Value	Count	Frequency (%)
-1.742290245	697	1.7%
-1.652198773	1047	2.6%
-1.562107301	1007	2.5%
-1.472015828	1064	2.7%
-1.381924356	1489	3.7%
-1.291832884	1212	3.0%
-1.201741411	541	1.4%
-1.111649939	767	1.9%
-1.021558466	836	2.1%
-0.9314669941	1088	2.7%

Value	Count	Frequency (%)
1.681185704	625	1.6%
1.591094232	885	2.2%
1.501002759	1663	4.2%
1.410911287	954	2.4%
1.320819815	987	2.5%
1.230728342	828	2.1%
1.14063687	947	2.4%
1.050545398	442	1.1%
0.9604539253	1751	4.4%
0.870362453	1188	3.0%

Auto_Year
Real number (ℝ)

High correlation

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7534952 × 10^-14

Minimum	-1.5838775
Maximum	1.5741228
Zeros	0
Zeros (%)	0.0%
Negative	19395
Negative (%)	48.5%
Memory size	312.6 KiB

Quantile statistics

Minimum	-1.5838775
5-th percentile	-1.5838775
Q1	-0.88209967
median	0.17056711
Q3	0.87234496
95-th percentile	1.5741228
Maximum	1.5741228
Range	3.1580003
Interquartile range (IQR)	1.7544446

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	3.6317931 × 10¹³
Kurtosis	-1.2317176
Mean	2.7534952 × 10^-14
Median Absolute Deviation (MAD)	0.70177785
Skewness	-0.079136501
Sum	1.1013981 × 10^-9
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.87234496	5792	14.5%
-1.583877525	4326	10.8%
0.5214560335	4019	10.0%
-0.5312107457	3970	9.9%
0.1705671071	3816	9.5%
-0.8820996721	3816	9.5%
-1.232988599	3679	9.2%
1.223233886	3621	9.1%
-0.1803218193	3604	9.0%
1.574122813	3357	8.4%

Value	Count	Frequency (%)
-1.583877525	4326	10.8%
-1.232988599	3679	9.2%
-0.8820996721	3816	9.5%
-0.5312107457	3970	9.9%
-0.1803218193	3604	9.0%
0.1705671071	3816	9.5%
0.5214560335	4019	10.0%
0.87234496	5792	14.5%
1.223233886	3621	9.1%
1.574122813	3357	8.4%

Value	Count	Frequency (%)
1.574122813	3357	8.4%
1.223233886	3621	9.1%
0.87234496	5792	14.5%
0.5214560335	4019	10.0%
0.1705671071	3816	9.5%
-0.1803218193	3604	9.0%
-0.5312107457	3970	9.9%
-0.8820996721	3816	9.5%
-1.232988599	3679	9.2%
-1.583877525	4326	10.8%

Vehicle_Color
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

white	10261
black	9173
gray	7357
blue	5158
silver	4425

Length

Max length	6
Median length	5
Mean length	4.61645
Min length	3

Characters and Unicode

Total characters	184658
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	white
2nd row	black
3rd row	gray
4th row	gray
5th row	gray

Common Values

Value	Count	Frequency (%)
white	10261	25.7%
black	9173	22.9%
gray	7357	18.4%
blue	5158	12.9%
silver	4425	11.1%
red	3626	9.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
white	10261	25.7%
black	9173	22.9%
gray	7357	18.4%
blue	5158	12.9%
silver	4425	11.1%
red	3626	9.1%

Most occurring characters

Value	Count	Frequency (%)
e	23470	12.7%
l	18756	10.2%
a	16530	9.0%
r	15408	8.3%
i	14686	8.0%
b	14331	7.8%
w	10261	5.6%
t	10261	5.6%
h	10261	5.6%
c	9173	5.0%
Other values (7)	41521	22.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	184658	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	23470	12.7%
l	18756	10.2%
a	16530	9.0%
r	15408	8.3%
i	14686	8.0%
b	14331	7.8%
w	10261	5.6%
t	10261	5.6%
h	10261	5.6%
c	9173	5.0%
Other values (7)	41521	22.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	184658	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	23470	12.7%
l	18756	10.2%
a	16530	9.0%
r	15408	8.3%
i	14686	8.0%
b	14331	7.8%
w	10261	5.6%
t	10261	5.6%
h	10261	5.6%
c	9173	5.0%
Other values (7)	41521	22.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	184658	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	23470	12.7%
l	18756	10.2%
a	16530	9.0%
r	15408	8.3%
i	14686	8.0%
b	14331	7.8%
w	10261	5.6%
t	10261	5.6%
h	10261	5.6%
c	9173	5.0%
Other values (7)	41521	22.5%

Vehicle_Cost
Real number (ℝ)

High correlation

Distinct	39468
Distinct (%)	98.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0411229 × 10^-16

Minimum	-1.3650188
Maximum	5.6503158
Zeros	0
Zeros (%)	0.0%
Negative	22052
Negative (%)	55.1%
Memory size	312.6 KiB

Quantile statistics

Minimum	-1.3650188
5-th percentile	-1.1758754
Q1	-0.83133194
median	-0.16961064
Q3	0.5601403
95-th percentile	1.5641268
Maximum	5.6503158
Range	7.0153346
Interquartile range (IQR)	1.3914722

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	3.2883002 × 10¹⁵
Kurtosis	2.6221301
Mean	3.0411229 × 10^-16
Median Absolute Deviation (MAD)	0.68712186
Skewness	1.263502
Sum	1.2320811 × 10^-11
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.8251590071	3	< 0.1%
-0.4568497829	3	< 0.1%
-0.877973772	3	< 0.1%
-1.1851191	3	< 0.1%
0.5948391958	3	< 0.1%
-0.1129762429	3	< 0.1%
-0.4699972821	3	< 0.1%
-1.192550666	3	< 0.1%
-1.162922559	3	< 0.1%
-0.1772527478	3	< 0.1%
Other values (39458)	39970	99.9%

Value	Count	Frequency (%)
-1.36501877	1	< 0.1%
-1.364781199	1	< 0.1%
-1.364314593	1	< 0.1%
-1.364166644	1	< 0.1%
-1.363499453	1	< 0.1%
-1.362216285	1	< 0.1%
-1.361258887	1	< 0.1%
-1.360802239	1	< 0.1%
-1.358964263	1	< 0.1%
-1.35882485	1	< 0.1%

Value	Count	Frequency (%)
5.650315835	1	< 0.1%
5.629793673	1	< 0.1%
5.61793361	1	< 0.1%
5.617090019	1	< 0.1%
5.599697536	1	< 0.1%
5.563046144	1	< 0.1%
5.557099752	1	< 0.1%
5.546101774	1	< 0.1%
5.520964757	1	< 0.1%
5.513627081	1	< 0.1%

Annual_Mileage
Real number (ℝ)

High correlation

Distinct	12420
Distinct (%)	31.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0818902 × 10^-16

Minimum	-1.7366244
Maximum	1.728694
Zeros	0
Zeros (%)	0.0%
Negative	19972
Negative (%)	49.9%
Memory size	312.6 KiB

Quantile statistics

Minimum	-1.7366244
5-th percentile	-1.5630919
Q1	-0.86523008
median	0.0026989033
Q3	0.8608317
95-th percentile	1.5636916
Maximum	1.728694
Range	3.4653184
Interquartile range (IQR)	1.7260618

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	4.8033873 × 10¹⁵
Kurtosis	-1.1939645
Mean	2.0818902 × 10^-16
Median Absolute Deviation (MAD)	0.86286429
Skewness	-0.0036930663
Sum	8.2716056 × 10^-12
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.076081383	12	< 0.1%
-0.8972176389	11	< 0.1%
0.6765700581	11	< 0.1%
-1.557760646	11	< 0.1%
-0.8396400402	11	< 0.1%
0.9444658297	11	< 0.1%
-1.667851147	10	< 0.1%
-0.5605486244	10	< 0.1%
-1.189104077	10	< 0.1%
0.2114176985	10	< 0.1%
Other values (12410)	39893	99.7%

Value	Count	Frequency (%)
-1.73662439	2	< 0.1%
-1.736357827	5	< 0.1%
-1.735824701	2	< 0.1%
-1.735558138	2	< 0.1%
-1.735291575	3	< 0.1%
-1.735025012	4	< 0.1%
-1.734758449	4	< 0.1%
-1.734491886	3	< 0.1%
-1.734225323	6	< 0.1%
-1.73395876	2	< 0.1%

Value	Count	Frequency (%)
1.728694049	3	< 0.1%
1.728427486	2	< 0.1%
1.728160923	2	< 0.1%
1.72789436	4	< 0.1%
1.727627797	2	< 0.1%
1.727361234	1	< 0.1%
1.727094671	6	< 0.1%
1.726828108	9	< 0.1%
1.726561545	2	< 0.1%
1.726294982	2	< 0.1%

DiffIN_Mileage
Real number (ℝ)

Distinct	5991
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.9528385 × 10^-17

Minimum	-1.7258103
Maximum	1.7355824
Zeros	0
Zeros (%)	0.0%
Negative	19953
Negative (%)	49.9%
Memory size	312.6 KiB

Quantile statistics

Minimum	-1.7258103
5-th percentile	-1.5527407
Q1	-0.87430769
median	0.0037322466
Q3	0.85826356
95-th percentile	1.5584745
Maximum	1.7355824
Range	3.4613927
Interquartile range (IQR)	1.7325713

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	1.1169782 × 10¹⁶
Kurtosis	-1.2042321
Mean	8.9528385 × 10^-17
Median Absolute Deviation (MAD)	0.86650196
Skewness	0.0015414506
Sum	3.688494 × 10^-12
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.522165021	16	< 0.1%
1.146568725	16	< 0.1%
-1.184679236	16	< 0.1%
0.6238984328	16	< 0.1%
0.01988541242	16	< 0.1%
0.685626602	16	< 0.1%
-1.211793478	16	< 0.1%
-0.008382627691	16	< 0.1%
0.4456367104	16	< 0.1%
0.3798702498	15	< 0.1%
Other values (5981)	39841	99.6%

Value	Count	Frequency (%)
-1.725810289	9	< 0.1%
-1.72523339	8	< 0.1%
-1.724656492	3	< 0.1%
-1.724079593	4	< 0.1%
-1.723502694	10	< 0.1%
-1.722925795	3	< 0.1%
-1.722348897	7	< 0.1%
-1.721771998	10	< 0.1%
-1.721195099	5	< 0.1%
-1.7206182	7	< 0.1%

Value	Count	Frequency (%)
1.735582378	8	< 0.1%
1.735005479	8	< 0.1%
1.73442858	9	< 0.1%
1.733851681	6	< 0.1%
1.733274783	2	< 0.1%
1.732697884	9	< 0.1%
1.732120985	4	< 0.1%
1.731544086	6	< 0.1%
1.730967187	6	< 0.1%
1.730390289	5	< 0.1%

Low_Mileage_Discount
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

-0.4852659826135434	32376
2.060725531623305	7624

Length

Max length	19
Median length	19
Mean length	18.6188
Min length	17

Characters and Unicode

Total characters	744752
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.4852659826135434
2nd row	2.060725531623305
3rd row	-0.4852659826135434
4th row	-0.4852659826135434
5th row	2.060725531623305

Common Values

Value	Count	Frequency (%)
-0.4852659826135434	32376	80.9%
2.060725531623305	7624	19.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.4852659826135434	32376	80.9%
2.060725531623305	7624	19.1%

Most occurring characters

Value	Count	Frequency (%)
5	120000	16.1%
4	97128	13.0%
2	87624	11.8%
3	87624	11.8%
6	80000	10.7%
8	64752	8.7%
0	55248	7.4%
.	40000	5.4%
1	40000	5.4%
-	32376	4.3%
Other values (2)	40000	5.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	744752	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
5	120000	16.1%
4	97128	13.0%
2	87624	11.8%
3	87624	11.8%
6	80000	10.7%
8	64752	8.7%
0	55248	7.4%
.	40000	5.4%
1	40000	5.4%
-	32376	4.3%
Other values (2)	40000	5.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	744752	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
5	120000	16.1%
4	97128	13.0%
2	87624	11.8%
3	87624	11.8%
6	80000	10.7%
8	64752	8.7%
0	55248	7.4%
.	40000	5.4%
1	40000	5.4%
-	32376	4.3%
Other values (2)	40000	5.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	744752	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
5	120000	16.1%
4	97128	13.0%
2	87624	11.8%
3	87624	11.8%
6	80000	10.7%
8	64752	8.7%
0	55248	7.4%
.	40000	5.4%
1	40000	5.4%
-	32376	4.3%
Other values (2)	40000	5.4%

Commute_Discount
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

-0.1413004994494239	39217
7.07711581980595	783

Length

Max length	19
Median length	19
Mean length	18.941275
Min length	16

Characters and Unicode

Total characters	757651
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.1413004994494239
2nd row	-0.1413004994494239
3rd row	-0.1413004994494239
4th row	-0.1413004994494239
5th row	-0.1413004994494239

Common Values

Value	Count	Frequency (%)
-0.1413004994494239	39217	98.0%
7.07711581980595	783	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.1413004994494239	39217	98.0%
7.07711581980595	783	2.0%

Most occurring characters

Value	Count	Frequency (%)
4	196085	25.9%
9	158434	20.9%
0	119217	15.7%
1	80783	10.7%
3	78434	10.4%
.	40000	5.3%
-	39217	5.2%
2	39217	5.2%
7	2349	0.3%
5	2349	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	757651	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	196085	25.9%
9	158434	20.9%
0	119217	15.7%
1	80783	10.7%
3	78434	10.4%
.	40000	5.3%
-	39217	5.2%
2	39217	5.2%
7	2349	0.3%
5	2349	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	757651	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	196085	25.9%
9	158434	20.9%
0	119217	15.7%
1	80783	10.7%
3	78434	10.4%
.	40000	5.3%
-	39217	5.2%
2	39217	5.2%
7	2349	0.3%
5	2349	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	757651	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	196085	25.9%
9	158434	20.9%
0	119217	15.7%
1	80783	10.7%
3	78434	10.4%
.	40000	5.3%
-	39217	5.2%
2	39217	5.2%
7	2349	0.3%
5	2349	0.3%

Total_Claim
Real number (ℝ)

High correlation

Distinct	39692
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.2434498 × 10^-17

Minimum	-1.1479923
Maximum	9.4606867
Zeros	0
Zeros (%)	0.0%
Negative	21650
Negative (%)	54.1%
Memory size	312.6 KiB

Quantile statistics

Minimum	-1.1479923
5-th percentile	-1.0413231
Q1	-0.61560882
median	-0.082994881
Q3	0.454122
95-th percentile	0.87860256
Maximum	9.4606867
Range	10.608679
Interquartile range (IQR)	1.0697308

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	-8.0422427 × 10¹⁶
Kurtosis	30.522216
Mean	-1.2434498 × 10^-17
Median Absolute Deviation (MAD)	0.53474081
Skewness	4.329865
Sum	-4.2632564 × 10^-13
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.05454437	2	< 0.1%
-0.6093729012	2	< 0.1%
-0.09138625898	2	< 0.1%
0.6301664007	2	< 0.1%
-0.7270245925	2	< 0.1%
-0.7695626988	2	< 0.1%
0.06815660373	2	< 0.1%
-0.0008512127823	2	< 0.1%
0.4482701434	2	< 0.1%
0.8240326615	2	< 0.1%
Other values (39682)	39980	> 99.9%

Value	Count	Frequency (%)
-1.14799233	1	< 0.1%
-1.147968433	1	< 0.1%
-1.14793344	1	< 0.1%
-1.147897594	1	< 0.1%
-1.147743115	1	< 0.1%
-1.147725192	1	< 0.1%
-1.147645819	1	< 0.1%
-1.147624482	1	< 0.1%
-1.147569006	1	< 0.1%
-1.147565592	1	< 0.1%

Value	Count	Frequency (%)
9.460686713	1	< 0.1%
9.460067943	1	< 0.1%
9.448440183	1	< 0.1%
9.438832602	1	< 0.1%
9.421078591	1	< 0.1%
9.42030022	1	< 0.1%
9.419995529	1	< 0.1%
9.405226124	1	< 0.1%
9.381313428	1	< 0.1%
9.375240945	1	< 0.1%

Injury_Claim
Real number (ℝ)

High correlation

Distinct	39044
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.1368684 × 10^-17

Minimum	-0.81245373
Maximum	18.668374
Zeros	0
Zeros (%)	0.0%
Negative	25753
Negative (%)	64.4%
Memory size	312.6 KiB

Quantile statistics

Minimum	-0.81245373
5-th percentile	-0.78331371
Q1	-0.62456889
median	-0.29671981
Q3	0.31768876
95-th percentile	1.6176262
Maximum	18.668374
Range	19.480828
Interquartile range (IQR)	0.94225765

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	-8.796203 × 10¹⁶
Kurtosis	44.933067
Mean	-1.1368684 × 10^-17
Median Absolute Deviation (MAD)	0.39345474
Skewness	4.7503209
Sum	-5.7553962 × 10^-13
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.7207728952	3	< 0.1%
-0.6482388638	3	< 0.1%
-0.7057899663	3	< 0.1%
-0.6976238484	3	< 0.1%
-0.6897669467	3	< 0.1%
-0.6870173824	3	< 0.1%
-0.6786667889	3	< 0.1%
0.05769813652	3	< 0.1%
-0.6479735703	3	< 0.1%
-0.4615917675	3	< 0.1%
Other values (39034)	39970	99.9%

Value	Count	Frequency (%)
-0.8124537325	1	< 0.1%
-0.812443191	1	< 0.1%
-0.8124326496	1	< 0.1%
-0.8124221081	1	< 0.1%
-0.8124185943	1	< 0.1%
-0.8124150805	1	< 0.1%
-0.8124062959	1	< 0.1%
-0.8123975114	1	< 0.1%
-0.8123904837	1	< 0.1%
-0.8123799423	1	< 0.1%

Value	Count	Frequency (%)
18.66837399	1	< 0.1%
17.53461534	1	< 0.1%
16.57753859	1	< 0.1%
15.22987438	1	< 0.1%
14.80712141	1	< 0.1%
14.78669382	1	< 0.1%
14.64874827	1	< 0.1%
14.41600864	1	< 0.1%
13.75577238	1	< 0.1%
13.70429492	1	< 0.1%

Property_Claim
Real number (ℝ)

High correlation

Distinct	39024
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5.2580162 × 10^-17

Minimum	-0.80510921
Maximum	18.025179
Zeros	0
Zeros (%)	0.0%
Negative	25773
Negative (%)	64.4%
Memory size	312.6 KiB

Quantile statistics

Minimum	-0.80510921
5-th percentile	-0.77696212
Q1	-0.62248387
median	-0.29690765
Q3	0.313623
95-th percentile	1.6053163
Maximum	18.025179
Range	18.830288
Interquartile range (IQR)	0.93610687

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	-1.9018817 × 10¹⁶
Kurtosis	45.953359
Mean	-5.2580162 × 10^-17
Median Absolute Deviation (MAD)	0.39057694
Skewness	4.8200446
Sum	-2.4265034 × 10^-12
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.7321522108	3	< 0.1%
-0.7895726468	3	< 0.1%
-0.7475231986	3	< 0.1%
-0.631838923	3	< 0.1%
-0.7607796408	3	< 0.1%
-0.7662902227	3	< 0.1%
-0.7033195355	3	< 0.1%
-0.8030377839	3	< 0.1%
-0.7212190094	3	< 0.1%
-0.6891179294	3	< 0.1%
Other values (39014)	39970	99.9%

Value	Count	Frequency (%)
-0.8051092108	1	< 0.1%
-0.8050902385	2	< 0.1%
-0.8050816148	1	< 0.1%
-0.805059193	1	< 0.1%
-0.8050471197	1	< 0.1%
-0.805045395	1	< 0.1%
-0.8050436702	1	< 0.1%
-0.8050350465	1	< 0.1%
-0.8050264227	1	< 0.1%
-0.8050160742	1	< 0.1%

Value	Count	Frequency (%)
18.02517872	1	< 0.1%
16.96661404	1	< 0.1%
15.6439709	1	< 0.1%
15.50131323	1	< 0.1%
15.19992148	1	< 0.1%
15.16242538	1	< 0.1%
14.9583631	1	< 0.1%
14.92810405	1	< 0.1%
14.72038357	1	< 0.1%
14.68953639	1	< 0.1%

Vehicle_Claim
Real number (ℝ)

High correlation

Distinct	39027
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-9.4502184 × 10^-17

Minimum	-0.7823085
Maximum	19.946866
Zeros	0
Zeros (%)	0.0%
Negative	25790
Negative (%)	64.5%
Memory size	312.6 KiB

Quantile statistics

Minimum	-0.7823085
5-th percentile	-0.75374817
Q1	-0.60280374
median	-0.29010848
Q3	0.29815241
95-th percentile	1.5523339
Maximum	19.946866
Range	20.729174
Interquartile range (IQR)	0.90095615

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	-1.0581898 × 10¹⁶
Kurtosis	59.597341
Mean	-9.4502184 × 10^-17
Median Absolute Deviation (MAD)	0.37618309
Skewness	5.5330453
Sum	-3.907985 × 10^-12
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.7667587463	4	< 0.1%
-0.7729836847	3	< 0.1%
-0.6855809813	3	< 0.1%
-0.654955023	3	< 0.1%
-0.7654036005	3	< 0.1%
-0.4162965585	3	< 0.1%
-0.7226552168	3	< 0.1%
-0.6309284734	3	< 0.1%
-0.7413804094	3	< 0.1%
-0.6455680777	3	< 0.1%
Other values (39017)	39969	99.9%

Value	Count	Frequency (%)
-0.7823084981	1	< 0.1%
-0.7822967434	1	< 0.1%
-0.7822681964	1	< 0.1%
-0.7822648379	1	< 0.1%
-0.7822598002	1	< 0.1%
-0.7822581209	1	< 0.1%
-0.7822530832	1	< 0.1%
-0.7822379701	1	< 0.1%
-0.7821825552	1	< 0.1%
-0.782167442	1	< 0.1%

Value	Count	Frequency (%)
19.94686585	1	< 0.1%
19.41019623	1	< 0.1%
17.82257832	1	< 0.1%
16.7016528	1	< 0.1%
16.37306605	1	< 0.1%
15.93712893	1	< 0.1%
15.63261239	1	< 0.1%
15.53011165	1	< 0.1%
15.28927858	1	< 0.1%
15.20890013	1	< 0.1%

Vehicle_Registration
Real number (ℝ)

Uniform Unique

Distinct	40000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.6645353 × 10^-18

Minimum	-1.7320075
Maximum	1.7320075
Zeros	0
Zeros (%)	0.0%
Negative	20000
Negative (%)	50.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	-1.7320075
5-th percentile	-1.5588068
Q1	-0.86600375
median	0
Q3	0.86600375
95-th percentile	1.5588068
Maximum	1.7320075
Range	3.464015
Interquartile range (IQR)	1.7320075

Descriptive statistics

Standard deviation	1.0000125
Coefficient of variation (CV)	-3.7530466 × 10¹⁷
Kurtosis	-1.2
Mean	-2.6645353 × 10^-18
Median Absolute Deviation (MAD)	0.8660254
Skewness	1.0658541 × 10^-18
Sum	7.4606987 × 10^-14
Variance	1.000025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.132371517	1	< 0.1%
-0.5526541116	1	< 0.1%
1.515847566	1	< 0.1%
1.50883276	1	< 0.1%
0.1496924911	1	< 0.1%
0.02836233198	1	< 0.1%
1.054169423	1	< 0.1%
-1.449423417	1	< 0.1%
-0.4758376583	1	< 0.1%
1.22451662	1	< 0.1%
Other values (39990)	39990	> 99.9%

Value	Count	Frequency (%)
-1.732007507	1	< 0.1%
-1.731920904	1	< 0.1%
-1.731834302	1	< 0.1%
-1.731747699	1	< 0.1%
-1.731661097	1	< 0.1%
-1.731574494	1	< 0.1%
-1.731487892	1	< 0.1%
-1.731401289	1	< 0.1%
-1.731314687	1	< 0.1%
-1.731228084	1	< 0.1%

Value	Count	Frequency (%)
1.732007507	1	< 0.1%
1.731920904	1	< 0.1%
1.731834302	1	< 0.1%
1.731747699	1	< 0.1%
1.731661097	1	< 0.1%
1.731574494	1	< 0.1%
1.731487892	1	< 0.1%
1.731401289	1	< 0.1%
1.731314687	1	< 0.1%
1.731228084	1	< 0.1%

Check_Point
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

0.0	40000

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	120000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	40000	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	40000	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	80000	66.7%
.	40000	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	120000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	80000	66.7%
.	40000	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	120000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	80000	66.7%
.	40000	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	120000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	80000	66.7%
.	40000	33.3%

Policy_BI_Low
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

-0.1398605188006537	14047
-1.0687034130437465	13962
1.4082109716045008	11991

Length

Max length	19
Median length	19
Mean length	18.700225
Min length	18

Characters and Unicode

Total characters	748009
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.4082109716045008
2nd row	-0.1398605188006537
3rd row	1.4082109716045008
4th row	1.4082109716045008
5th row	-0.1398605188006537

Common Values

Value	Count	Frequency (%)
-0.1398605188006537	14047	35.1%
-1.0687034130437465	13962	34.9%
1.4082109716045008	11991	30.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.1398605188006537	14047	35.1%
1.0687034130437465	13962	34.9%
1.4082109716045008	11991	30.0%

Most occurring characters

Value	Count	Frequency (%)
0	158029	21.1%
1	91991	12.3%
8	80085	10.7%
3	69980	9.4%
6	68009	9.1%
4	65868	8.8%
5	54047	7.2%
7	53962	7.2%
.	40000	5.3%
-	28009	3.7%
Other values (2)	38029	5.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	748009	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	158029	21.1%
1	91991	12.3%
8	80085	10.7%
3	69980	9.4%
6	68009	9.1%
4	65868	8.8%
5	54047	7.2%
7	53962	7.2%
.	40000	5.3%
-	28009	3.7%
Other values (2)	38029	5.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	748009	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	158029	21.1%
1	91991	12.3%
8	80085	10.7%
3	69980	9.4%
6	68009	9.1%
4	65868	8.8%
5	54047	7.2%
7	53962	7.2%
.	40000	5.3%
-	28009	3.7%
Other values (2)	38029	5.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	748009	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	158029	21.1%
1	91991	12.3%
8	80085	10.7%
3	69980	9.4%
6	68009	9.1%
4	65868	8.8%
5	54047	7.2%
7	53962	7.2%
.	40000	5.3%
-	28009	3.7%
Other values (2)	38029	5.1%

Policy_BI_High
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

-0.2788053169707772	14047
-0.9751440312682448	13962
1.4620414687728915	11991

Length

Max length	19
Median length	19
Mean length	18.700225
Min length	18

Characters and Unicode

Total characters	748009
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.4620414687728915
2nd row	-0.2788053169707772
3rd row	1.4620414687728915
4th row	1.4620414687728915
5th row	-0.2788053169707772

Common Values

Value	Count	Frequency (%)
-0.2788053169707772	14047	35.1%
-0.9751440312682448	13962	34.9%
1.4620414687728915	11991	30.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.2788053169707772	14047	35.1%
0.9751440312682448	13962	34.9%
1.4620414687728915	11991	30.0%

Most occurring characters

Value	Count	Frequency (%)
7	108179	14.5%
4	91821	12.3%
0	82056	11.0%
2	80000	10.7%
8	80000	10.7%
1	77944	10.4%
6	51991	7.0%
.	40000	5.3%
9	40000	5.3%
5	40000	5.3%
Other values (2)	56018	7.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	748009	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
7	108179	14.5%
4	91821	12.3%
0	82056	11.0%
2	80000	10.7%
8	80000	10.7%
1	77944	10.4%
6	51991	7.0%
.	40000	5.3%
9	40000	5.3%
5	40000	5.3%
Other values (2)	56018	7.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	748009	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
7	108179	14.5%
4	91821	12.3%
0	82056	11.0%
2	80000	10.7%
8	80000	10.7%
1	77944	10.4%
6	51991	7.0%
.	40000	5.3%
9	40000	5.3%
5	40000	5.3%
Other values (2)	56018	7.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	748009	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
7	108179	14.5%
4	91821	12.3%
0	82056	11.0%
2	80000	10.7%
8	80000	10.7%
1	77944	10.4%
6	51991	7.0%
.	40000	5.3%
9	40000	5.3%
5	40000	5.3%
Other values (2)	56018	7.5%

Interactions

Correlations

	Acccident_City	Acccident_State	Accident_Hour	Accident_Location	Accident_Severity	Accident_Type	Age_Insured	Annual_Mileage	Auto_Make	Auto_Model	Auto_Year	Bodily_Injuries	Capital_Gains	Capital_Loss	Collision_Type	Commute_Discount	Customer_Life_Value1	DiffIN_Mileage	Education	Garage_Location	Gender	Hobbies	Injury_Claim	Insured_Relationship	Insured_Zip	Low_Mileage_Discount	Num_of_Vehicles_Involved	Occupation	Police_Report	Policy_BI_High	Policy_BI_Low	Policy_Ded	Policy_Num	Policy_Premium	Policy_State	Property_Claim	Property_Damage	Total_Claim	Umbrella_Limit	Vehicle_Claim	Vehicle_Color	Vehicle_Cost	Vehicle_Registration	Witnesses	authorities_contacted
Acccident_City	1.000	0.011	0.022	-0.060	0.063	0.081	0.005	-0.005	-0.001	0.019	-0.013	0.071	-0.024	-0.038	0.080	0.014	0.000	-0.001	0.072	0.073	0.077	0.138	0.005	0.076	-0.004	0.000	0.075	0.105	0.071	0.062	0.062	0.064	-0.044	0.053	0.082	-0.002	0.103	0.003	0.011	0.002	0.032	-0.012	-0.003	0.095	0.089
Acccident_State	0.011	1.000	-0.044	0.046	0.083	0.080	0.005	0.001	0.076	-0.030	-0.013	0.078	0.019	-0.057	0.095	0.007	-0.007	0.008	0.085	0.043	0.102	0.152	-0.006	0.084	-0.023	0.000	0.083	0.121	0.083	0.063	0.063	0.083	-0.057	0.043	0.070	0.000	0.061	-0.002	-0.074	0.004	0.035	-0.017	-0.004	0.080	0.078
Accident_Hour	0.022	-0.044	1.000	0.003	0.218	0.282	0.105	0.001	-0.004	-0.051	-0.069	0.106	-0.013	-0.032	0.291	0.012	-0.007	0.001	0.091	0.064	0.081	0.131	0.001	0.097	0.013	0.012	0.150	0.103	0.086	0.079	0.079	0.128	0.034	-0.000	0.102	-0.003	0.086	-0.002	-0.015	-0.005	0.023	-0.075	0.001	0.110	0.199
Accident_Location	-0.060	0.046	0.003	1.000	0.091	0.088	-0.011	-0.001	0.034	-0.015	-0.004	0.065	0.030	-0.028	0.086	0.003	-0.001	0.003	0.095	0.119	0.081	0.143	0.006	0.088	-0.030	0.000	0.098	0.119	0.098	0.084	0.084	0.087	0.061	0.007	0.094	0.003	0.098	0.009	0.009	0.006	0.035	-0.013	-0.004	0.106	0.080
Accident_Severity	0.063	0.083	0.218	0.091	1.000	0.426	0.106	0.000	0.075	0.087	0.092	0.028	0.087	0.087	0.426	0.037	0.000	0.015	0.074	0.099	0.040	0.137	0.007	0.064	0.066	0.004	0.177	0.114	0.061	0.055	0.055	0.025	0.093	0.076	0.036	0.009	0.084	0.004	0.104	0.000	0.028	0.082	0.000	0.059	0.314
Accident_Type	0.081	0.080	0.282	0.088	0.426	1.000	0.089	0.006	0.081	0.112	0.078	0.053	0.095	0.083	0.579	0.024	0.000	0.000	0.079	0.079	0.050	0.142	0.000	0.059	0.071	0.011	0.577	0.117	0.059	0.056	0.056	0.061	0.096	0.094	0.043	0.000	0.035	0.011	0.065	0.000	0.013	0.071	0.000	0.047	0.447
Age_Insured	0.005	0.005	0.105	-0.011	0.106	0.089	1.000	0.005	0.013	0.018	-0.014	0.082	-0.021	-0.002	0.114	0.000	0.001	0.004	0.092	0.117	0.126	0.130	0.001	0.098	-0.001	0.000	0.121	0.111	0.073	0.089	0.089	0.087	0.053	0.029	0.080	0.013	0.088	0.010	-0.004	0.008	0.037	-0.002	0.004	0.104	0.091
Annual_Mileage	-0.005	0.001	0.001	-0.001	0.000	0.006	0.005	1.000	-0.009	-0.001	-0.001	0.009	0.010	0.005	0.007	0.009	-0.006	-0.003	0.004	0.014	0.005	0.009	0.005	0.000	-0.003	0.978	0.008	0.000	0.000	0.009	0.009	0.000	0.005	-0.004	0.000	0.008	0.000	0.006	0.014	0.003	0.004	0.003	-0.000	0.008	0.000
Auto_Make	-0.001	0.076	-0.004	0.034	0.075	0.081	0.013	-0.009	1.000	-0.186	-0.002	0.057	0.040	-0.045	0.082	0.014	-0.003	0.003	0.103	0.120	0.058	0.144	0.004	0.099	-0.029	0.010	0.083	0.103	0.086	0.079	0.079	0.090	-0.026	0.010	0.117	0.001	0.082	0.001	0.002	0.007	0.262	-0.082	0.002	0.083	0.094
Auto_Model	0.019	-0.030	-0.051	-0.015	0.087	0.112	0.018	-0.001	-0.186	1.000	0.010	0.058	0.040	-0.033	0.079	0.007	0.002	0.003	0.097	0.154	0.074	0.149	-0.008	0.094	0.034	0.011	0.112	0.108	0.101	0.091	0.091	0.097	-0.031	-0.030	0.103	-0.011	0.072	-0.011	0.023	-0.003	0.241	0.114	-0.004	0.077	0.091
Auto_Year	-0.013	-0.013	-0.069	-0.004	0.092	0.078	-0.014	-0.001	-0.002	0.010	1.000	0.099	0.004	0.087	0.088	0.017	0.012	0.005	0.097	0.093	0.119	0.135	-0.003	0.099	0.024	0.000	0.077	0.125	0.119	0.071	0.071	0.099	0.009	0.019	0.094	-0.010	0.106	-0.012	0.022	-0.003	0.044	0.930	0.001	0.072	0.100
Bodily_Injuries	0.071	0.078	0.106	0.065	0.028	0.053	0.082	0.009	0.057	0.058	0.099	1.000	0.109	0.070	0.024	0.000	0.000	0.000	0.073	0.033	0.032	0.115	0.000	0.060	0.067	0.000	0.049	0.150	0.035	0.036	0.036	0.047	0.091	0.069	0.065	0.000	0.040	0.009	0.107	0.006	0.013	0.069	0.000	0.064	0.055
Capital_Gains	-0.024	0.019	-0.013	0.030	0.087	0.095	-0.021	0.010	0.040	0.040	0.004	0.109	1.000	-0.047	0.076	0.000	-0.006	-0.011	0.106	0.060	0.072	0.152	-0.002	0.086	0.015	0.009	0.111	0.107	0.081	0.091	0.091	0.090	-0.019	-0.008	0.094	-0.004	0.091	-0.006	-0.046	-0.007	0.036	0.017	-0.003	0.098	0.080
Capital_Loss	-0.038	-0.057	-0.032	-0.028	0.087	0.083	-0.002	0.005	-0.045	-0.033	0.087	0.070	-0.047	1.000	0.101	0.000	-0.003	0.001	0.101	0.092	0.109	0.141	0.005	0.105	0.038	0.006	0.078	0.111	0.103	0.075	0.075	0.086	-0.011	0.030	0.102	0.009	0.118	0.010	-0.017	0.012	0.027	0.082	-0.003	0.094	0.097
Collision_Type	0.080	0.095	0.291	0.086	0.426	0.579	0.114	0.007	0.082	0.079	0.088	0.024	0.076	0.101	1.000	0.027	0.005	0.002	0.094	0.070	0.039	0.147	0.000	0.066	0.042	0.006	0.235	0.110	0.063	0.071	0.071	0.044	0.084	0.088	0.056	0.000	0.036	0.011	0.071	0.006	0.030	0.089	0.000	0.074	0.444
Commute_Discount	0.014	0.007	0.012	0.003	0.037	0.024	0.000	0.009	0.014	0.007	0.017	0.000	0.000	0.000	0.027	1.000	0.000	0.000	0.000	0.008	0.000	0.033	0.000	0.009	0.000	0.002	0.010	0.004	0.000	0.000	0.000	0.002	0.003	0.003	0.000	0.023	0.000	0.009	0.000	0.000	0.000	0.000	0.004	0.008	0.016
Customer_Life_Value1	0.000	-0.007	-0.007	-0.001	0.000	0.000	0.001	-0.006	-0.003	0.002	0.012	0.000	-0.006	-0.003	0.005	0.000	1.000	0.006	0.003	0.013	0.010	0.000	-0.000	0.000	0.004	0.015	0.000	0.000	0.008	0.006	0.006	0.000	0.003	0.001	0.000	0.000	0.000	-0.002	0.004	0.002	0.000	0.013	-0.008	0.000	0.010
DiffIN_Mileage	-0.001	0.008	0.001	0.003	0.015	0.000	0.004	-0.003	0.003	0.003	0.005	0.000	-0.011	0.001	0.002	0.000	0.006	1.000	0.000	0.012	0.010	0.009	0.006	0.000	0.002	0.000	0.000	0.008	0.005	0.000	0.000	0.008	0.002	-0.002	0.007	0.003	0.000	0.005	0.004	0.002	0.009	0.004	-0.007	0.000	0.000
Education	0.072	0.085	0.091	0.095	0.074	0.079	0.092	0.004	0.103	0.097	0.097	0.073	0.106	0.101	0.094	0.000	0.003	0.000	1.000	0.072	0.051	0.134	0.000	0.087	0.055	0.000	0.083	0.125	0.092	0.098	0.098	0.079	0.112	0.088	0.086	0.007	0.077	0.008	0.077	0.000	0.028	0.085	0.000	0.095	0.061
Garage_Location	0.073	0.043	0.064	0.119	0.099	0.079	0.117	0.014	0.120	0.154	0.093	0.033	0.060	0.092	0.070	0.008	0.013	0.012	0.072	1.000	0.010	0.125	0.006	0.043	0.052	0.000	0.066	0.086	0.033	0.033	0.033	0.059	0.098	0.089	0.025	0.000	0.028	0.005	0.183	0.000	0.035	0.067	0.000	0.042	0.059
Gender	0.077	0.102	0.081	0.081	0.040	0.050	0.126	0.005	0.058	0.074	0.119	0.032	0.072	0.109	0.039	0.000	0.010	0.010	0.051	0.010	1.000	0.122	0.000	0.033	0.072	0.008	0.051	0.061	0.028	0.080	0.080	0.017	0.110	0.154	0.027	0.009	0.020	0.000	0.053	0.011	0.022	0.079	0.010	0.063	0.089
Hobbies	0.138	0.152	0.131	0.143	0.137	0.142	0.130	0.009	0.144	0.149	0.135	0.115	0.152	0.141	0.147	0.033	0.000	0.009	0.134	0.125	0.122	1.000	0.000	0.141	0.138	0.000	0.130	0.145	0.169	0.133	0.133	0.109	0.121	0.126	0.149	0.000	0.114	0.006	0.138	0.007	0.050	0.114	0.000	0.140	0.126
Injury_Claim	0.005	-0.006	0.001	0.006	0.007	0.000	0.001	0.005	0.004	-0.008	-0.003	0.000	-0.002	0.005	0.000	0.000	-0.000	0.006	0.000	0.006	0.000	0.000	1.000	0.000	0.001	0.000	0.000	0.008	0.000	0.008	0.008	0.000	0.001	0.004	0.000	0.144	0.006	0.601	0.011	0.148	0.002	-0.007	-0.006	0.000	0.000
Insured_Relationship	0.076	0.084	0.097	0.088	0.064	0.059	0.098	0.000	0.099	0.094	0.099	0.060	0.086	0.105	0.066	0.009	0.000	0.000	0.087	0.043	0.033	0.141	0.000	1.000	0.059	0.000	0.067	0.126	0.061	0.083	0.083	0.055	0.098	0.072	0.046	0.000	0.056	0.009	0.099	0.005	0.029	0.108	0.008	0.064	0.078
Insured_Zip	-0.004	-0.023	0.013	-0.030	0.066	0.071	-0.001	-0.003	-0.029	0.034	0.024	0.067	0.015	0.038	0.042	0.000	0.004	0.002	0.055	0.052	0.072	0.138	0.001	0.059	1.000	0.000	0.070	0.138	0.089	0.034	0.034	0.055	0.029	0.040	0.072	0.003	0.072	-0.002	0.001	-0.008	0.034	0.023	0.011	0.051	0.056
Low_Mileage_Discount	0.000	0.000	0.012	0.000	0.004	0.011	0.000	0.978	0.010	0.011	0.000	0.000	0.009	0.006	0.006	0.002	0.015	0.000	0.000	0.000	0.008	0.000	0.000	0.000	0.000	1.000	0.006	0.004	0.000	0.000	0.000	0.000	0.015	0.000	0.000	0.000	0.000	0.011	0.009	0.011	0.000	0.000	0.000	0.007	0.000
Num_of_Vehicles_Involved	0.075	0.083	0.150	0.098	0.177	0.577	0.121	0.008	0.083	0.112	0.077	0.049	0.111	0.078	0.235	0.010	0.000	0.000	0.083	0.066	0.051	0.130	0.000	0.067	0.070	0.006	1.000	0.112	0.051	0.040	0.040	0.074	0.092	0.067	0.044	0.000	0.040	0.006	0.096	0.000	0.020	0.089	0.008	0.044	0.178
Occupation	0.105	0.121	0.103	0.119	0.114	0.117	0.111	0.000	0.103	0.108	0.125	0.150	0.107	0.111	0.110	0.004	0.000	0.008	0.125	0.086	0.061	0.145	0.008	0.126	0.138	0.004	0.112	1.000	0.117	0.125	0.125	0.144	0.128	0.120	0.089	0.007	0.079	0.004	0.116	0.000	0.034	0.098	0.007	0.116	0.105
Police_Report	0.071	0.083	0.086	0.098	0.061	0.059	0.073	0.000	0.086	0.101	0.119	0.035	0.081	0.103	0.063	0.000	0.008	0.005	0.092	0.033	0.028	0.169	0.000	0.061	0.089	0.000	0.051	0.117	1.000	0.056	0.056	0.030	0.116	0.107	0.058	0.011	0.055	0.009	0.115	0.010	0.024	0.081	0.000	0.045	0.056
Policy_BI_High	0.062	0.063	0.079	0.084	0.055	0.056	0.089	0.009	0.079	0.091	0.071	0.036	0.091	0.075	0.071	0.000	0.006	0.000	0.098	0.033	0.080	0.133	0.008	0.083	0.034	0.000	0.040	0.125	0.056	1.000	1.000	0.030	0.101	0.127	0.032	0.006	0.018	0.000	0.074	0.000	0.019	0.094	0.000	0.059	0.078
Policy_BI_Low	0.062	0.063	0.079	0.084	0.055	0.056	0.089	0.009	0.079	0.091	0.071	0.036	0.091	0.075	0.071	0.000	0.006	0.000	0.098	0.033	0.080	0.133	0.008	0.083	0.034	0.000	0.040	0.125	0.056	1.000	1.000	0.030	0.101	0.127	0.032	0.006	0.018	0.000	0.074	0.000	0.019	0.094	0.000	0.059	0.078
Policy_Ded	0.064	0.083	0.128	0.087	0.025	0.061	0.087	0.000	0.090	0.097	0.099	0.047	0.090	0.086	0.044	0.002	0.000	0.008	0.079	0.059	0.017	0.109	0.000	0.055	0.055	0.000	0.074	0.144	0.030	0.030	0.030	1.000	0.100	0.108	0.042	0.000	0.022	0.007	0.095	0.000	0.024	0.098	0.000	0.068	0.066
Policy_Num	-0.044	-0.057	0.034	0.061	0.093	0.096	0.053	0.005	-0.026	-0.031	0.009	0.091	-0.019	-0.011	0.084	0.003	0.003	0.002	0.112	0.098	0.110	0.121	0.001	0.098	0.029	0.015	0.092	0.128	0.116	0.101	0.101	0.100	1.000	0.010	0.085	-0.002	0.076	-0.001	-0.006	-0.002	0.029	0.024	-0.001	0.104	0.104
Policy_Premium	0.053	0.043	-0.000	0.007	0.076	0.094	0.029	-0.004	0.010	-0.030	0.019	0.069	-0.008	0.030	0.088	0.003	0.001	-0.002	0.088	0.089	0.154	0.126	0.004	0.072	0.040	0.000	0.067	0.120	0.107	0.127	0.127	0.108	0.010	1.000	0.088	0.005	0.111	0.006	-0.003	0.003	0.035	-0.006	0.010	0.102	0.097
Policy_State	0.082	0.070	0.102	0.094	0.036	0.043	0.080	0.000	0.117	0.103	0.094	0.065	0.094	0.102	0.056	0.000	0.000	0.007	0.086	0.025	0.027	0.149	0.000	0.046	0.072	0.000	0.044	0.089	0.058	0.032	0.032	0.042	0.085	0.088	1.000	0.012	0.059	0.000	0.095	0.007	0.028	0.094	0.000	0.034	0.046
Property_Claim	-0.002	0.000	-0.003	0.003	0.009	0.000	0.013	0.008	0.001	-0.011	-0.010	0.000	-0.004	0.009	0.000	0.023	0.000	0.003	0.007	0.000	0.009	0.000	0.144	0.000	0.003	0.000	0.000	0.007	0.011	0.006	0.006	0.000	-0.002	0.005	0.012	1.000	0.003	0.602	-0.003	0.147	0.004	-0.014	-0.012	0.006	0.006
Property_Damage	0.103	0.061	0.086	0.098	0.084	0.035	0.088	0.000	0.082	0.072	0.106	0.040	0.091	0.118	0.036	0.000	0.000	0.000	0.077	0.028	0.020	0.114	0.006	0.056	0.072	0.000	0.040	0.079	0.055	0.018	0.018	0.022	0.076	0.111	0.059	0.003	1.000	0.008	0.097	0.000	0.017	0.075	0.000	0.040	0.031
Total_Claim	0.003	-0.002	-0.002	0.009	0.004	0.011	0.010	0.006	0.001	-0.011	-0.012	0.009	-0.006	0.010	0.011	0.009	-0.002	0.005	0.008	0.005	0.000	0.006	0.601	0.009	-0.002	0.011	0.006	0.004	0.009	0.000	0.000	0.007	-0.001	0.006	0.000	0.602	0.008	1.000	0.003	0.602	0.001	-0.016	-0.011	0.004	0.005
Umbrella_Limit	0.011	-0.074	-0.015	0.009	0.104	0.065	-0.004	0.014	0.002	0.023	0.022	0.107	-0.046	-0.017	0.071	0.000	0.004	0.004	0.077	0.183	0.053	0.138	0.011	0.099	0.001	0.009	0.096	0.116	0.115	0.074	0.074	0.095	-0.006	-0.003	0.095	-0.003	0.097	0.003	1.000	-0.002	0.032	0.022	-0.001	0.077	0.079
Vehicle_Claim	0.002	0.004	-0.005	0.006	0.000	0.000	0.008	0.003	0.007	-0.003	-0.003	0.006	-0.007	0.012	0.006	0.000	0.002	0.002	0.000	0.000	0.011	0.007	0.148	0.005	-0.008	0.011	0.000	0.000	0.010	0.000	0.000	0.000	-0.002	0.003	0.007	0.147	0.000	0.602	-0.002	1.000	0.000	-0.004	-0.006	0.000	0.008
Vehicle_Color	0.032	0.035	0.023	0.035	0.028	0.013	0.037	0.004	0.262	0.241	0.044	0.013	0.036	0.027	0.030	0.000	0.000	0.009	0.028	0.035	0.022	0.050	0.002	0.029	0.034	0.000	0.020	0.034	0.024	0.019	0.019	0.024	0.029	0.035	0.028	0.004	0.017	0.001	0.032	0.000	1.000	0.036	0.008	0.016	0.030
Vehicle_Cost	-0.012	-0.017	-0.075	-0.013	0.082	0.071	-0.002	0.003	-0.082	0.114	0.930	0.069	0.017	0.082	0.089	0.000	0.013	0.004	0.085	0.067	0.079	0.114	-0.007	0.108	0.023	0.000	0.089	0.098	0.081	0.094	0.094	0.098	0.024	-0.006	0.094	-0.014	0.075	-0.016	0.022	-0.004	0.036	1.000	-0.001	0.092	0.071
Vehicle_Registration	-0.003	-0.004	0.001	-0.004	0.000	0.000	0.004	-0.000	0.002	-0.004	0.001	0.000	-0.003	-0.003	0.000	0.004	-0.008	-0.007	0.000	0.000	0.010	0.000	-0.006	0.008	0.011	0.000	0.008	0.007	0.000	0.000	0.000	0.000	-0.001	0.010	0.000	-0.012	0.000	-0.011	-0.001	-0.006	0.008	-0.001	1.000	0.005	0.000
Witnesses	0.095	0.080	0.110	0.106	0.059	0.047	0.104	0.008	0.083	0.077	0.072	0.064	0.098	0.094	0.074	0.008	0.000	0.000	0.095	0.042	0.063	0.140	0.000	0.064	0.051	0.007	0.044	0.116	0.045	0.059	0.059	0.068	0.104	0.102	0.034	0.006	0.040	0.004	0.077	0.000	0.016	0.092	0.005	1.000	0.061
authorities_contacted	0.089	0.078	0.199	0.080	0.314	0.447	0.091	0.000	0.094	0.091	0.100	0.055	0.080	0.097	0.444	0.016	0.010	0.000	0.061	0.059	0.089	0.126	0.000	0.078	0.056	0.000	0.178	0.105	0.056	0.078	0.078	0.066	0.104	0.097	0.046	0.006	0.031	0.005	0.079	0.008	0.030	0.071	0.000	0.061	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Claim_ID	Bind_Date1	Customer_Life_Value1	Age_Insured	Policy_Num	Policy_State	Policy_Start_Date	Policy_Expiry_Date	Policy_Ded	Policy_Premium	Umbrella_Limit	Insured_Zip	Gender	Education	Occupation	Hobbies	Insured_Relationship	Capital_Gains	Capital_Loss	Garage_Location	Accident_Date	Accident_Type	Collision_Type	Accident_Severity	authorities_contacted	Acccident_State	Acccident_City	Accident_Location	Accident_Hour	Num_of_Vehicles_Involved	Property_Damage	Bodily_Injuries	Witnesses	Police_Report	DL_Expiry_Date	Claims_Date	Auto_Make	Auto_Model	Auto_Year	Vehicle_Color	Vehicle_Cost	Annual_Mileage	DiffIN_Mileage	Low_Mileage_Discount	Commute_Discount	Total_Claim	Injury_Claim	Property_Claim	Vehicle_Claim	Vehicle_Registration	Policy_BI_Low	Policy_BI_High
0	AA00000001	2023-01-01	-1.601757	-1.198198	-1.200901	1.183101	2023-10-13	2024-04-13	-0.221188	-1.096695	-0.479633	-0.400156	female	high school	adm-clerical	polo	other-relative	1.354015	0.952504	no	2024-02-16	single vehicle collision	rear collision	total loss	ambulance	0.813228	-0.986938	0.958104	-0.091377	-0.825611	no	-1.226255	0.464048	yes	2025-08-12	2024-02-17	-0.139003	-1.021558	-1.232989	white	-1.044365	0.953796	-1.437938	-0.485266	-0.1413	-0.664749	-0.686863	0.121189	-0.769407	-0.642548	1.408211	1.462041
1	AA00000002	2023-01-01	-1.601757	-0.869785	-0.998829	-1.232993	2023-10-21	2024-04-21	-1.039419	-0.375026	-0.479633	1.442688	male	associate	protective-serv	movies	husband	0.453411	0.952504	no	2024-02-21	multi-vehicle collision	side collision	major damage	other	-1.506304	-1.478594	0.854123	1.347177	2.120281	yes	1.222032	-1.329981	not available	2026-04-15	2024-02-26	-1.384325	-1.291833	0.521456	black	0.081907	-1.516977	-0.432403	2.060726	-0.1413	0.550586	0.534957	0.179396	0.397323	-1.166926	-0.139861	-0.278805
2	AA00000003	2022-07-01	0.000194	1.210163	-0.313482	1.183101	2023-11-26	2024-05-26	-1.039419	-1.493144	-0.479633	-0.585494	female	masters	priv-house-serv	board-games	other-relative	-0.904699	0.952504	no	2024-02-26	multi-vehicle collision	rear collision	total loss	police	-0.114585	-0.003626	-0.327797	0.340189	1.138317	no	-1.226255	0.464048	no	2026-04-24	2024-03-01	-1.384325	-1.381924	1.574123	gray	1.505569	-0.263331	-1.526203	-0.485266	-0.1413	-0.265616	-0.171883	-0.206824	-0.156957	-0.035377	1.408211	1.462041
3	AA00000004	2023-01-01	-1.601757	-0.212959	0.311058	-1.232993	2023-08-08	2024-02-08	-0.221188	-0.794636	-0.479633	-0.415983	male	phd	tech-support	reading	own-child	-0.904699	-0.880987	no	2024-01-09	single vehicle collision	rear collision	major damage	ambulance	0.349322	-0.986938	-1.658756	0.484045	-0.825611	yes	1.222032	1.361062	not available	2026-03-17	2024-01-13	1.106319	-0.030552	1.574123	gray	1.538685	0.023491	-1.480628	-0.485266	-0.1413	0.296378	0.168872	-0.483729	0.892690	0.570061	1.408211	1.462041
4	AA00000005	2022-03-01	1.068161	-1.198198	1.175770	1.183101	2023-11-12	2024-05-12	-0.221188	-0.084772	-0.479633	-0.806685	male	md	exec-managerial	camping	husband	-0.904699	-0.190313	no	2024-02-17	multi-vehicle collision	side collision	total loss	other	-0.578491	-0.495282	-1.471590	1.203321	1.138317	unknown	-1.226255	-0.432966	not available	2025-11-01	2024-02-20	1.604448	0.780271	0.521456	gray	0.204020	-1.474860	-0.635472	2.060726	-0.1413	0.902645	0.456859	-0.274921	1.606983	1.042824	-0.139861	-0.278805
5	AA00000006	2022-08-01	-0.266798	-0.760314	1.309629	-1.232993	2023-11-06	2024-05-06	-1.039419	1.369432	-0.479633	-0.377788	male	masters	prof-specialty	yachting	husband	1.217123	-0.083508	no	2024-02-06	single vehicle collision	rear collision	total loss	ambulance	1.277135	-0.986938	0.095060	1.491032	-0.825611	unknown	1.222032	1.361062	yes	2025-12-16	2024-02-10	0.110062	1.501003	1.574123	black	1.356879	-0.792725	1.011574	-0.485266	-0.1413	-0.962337	-0.792787	-0.375056	-0.770529	1.381440	1.408211	1.462041
6	AA00000007	2022-07-01	0.000194	0.115454	-0.371414	-0.024946	2023-10-16	2024-04-16	-1.039419	0.846559	-0.479633	-0.987965	female	jd	sales	skydiving	own-child	-0.904699	0.952504	no	2024-02-11	multi-vehicle collision	rear collision	total loss	police	-1.506304	1.471342	-0.362457	1.203321	1.138317	unknown	-1.226255	-1.329981	yes	2026-03-09	2024-02-11	-0.637132	0.690180	-0.882100	black	-0.860921	1.586349	1.064072	-0.485266	-0.1413	0.444601	0.046744	-0.245898	1.069497	-0.016151	-1.068703	-0.975144
7	AA00000008	2022-02-01	1.335152	-0.760314	1.475834	-0.024946	2023-10-14	2024-04-14	-0.221188	-1.086926	-0.479633	1.572554	female	high school	craft-repair	golf	unmarried	0.089567	0.952504	no	2024-01-23	single vehicle collision	front collision	total loss	other	-1.042398	-0.986938	-1.014072	-0.091377	-0.825611	unknown	1.222032	1.361062	yes	2025-10-30	2024-01-26	-0.637132	0.690180	0.521456	silver	0.110324	-0.557083	1.415980	-0.485266	-0.1413	-0.708968	-0.729844	-0.750445	0.033305	-0.625833	-0.139861	-0.278805
8	AA00000009	2022-11-01	-1.067774	-0.760314	-1.341107	-1.232993	2023-08-26	2024-02-26	-1.039419	1.450920	-0.479633	-0.622685	female	md	other-service	yachting	own-child	0.406580	0.952504	no	2024-01-08	single vehicle collision	side collision	total loss	fire	0.813228	1.471342	-1.298288	-1.386075	-0.825611	unknown	1.222032	-0.432966	yes	2025-06-11	2024-01-11	-1.135261	-1.742290	1.574123	black	1.423741	-0.926806	0.929655	-0.485266	-0.1413	0.342416	-0.119915	0.438513	0.361386	0.939681	1.408211	1.462041
9	AA00000010	2022-05-01	0.534177	0.115454	-0.820671	-1.232993	2023-10-05	2024-04-05	-0.221188	0.429351	-0.479633	1.442116	male	phd	handlers-cleaners	camping	unmarried	0.511050	0.952504	no	2024-02-15	single vehicle collision	rear collision	minor damage	ambulance	-0.578491	-0.003626	0.826394	0.052478	-0.825611	yes	-1.226255	0.464048	yes	2025-11-12	2024-02-19	1.106319	-0.390918	0.521456	gray	0.224114	-1.378364	-0.368367	2.060726	-0.1413	-0.798974	-0.562294	-0.742656	-0.311510	0.459037	1.408211	1.462041

	Claim_ID	Bind_Date1	Customer_Life_Value1	Age_Insured	Policy_Num	Policy_State	Policy_Start_Date	Policy_Expiry_Date	Policy_Ded	Policy_Premium	Umbrella_Limit	Insured_Zip	Gender	Education	Occupation	Hobbies	Insured_Relationship	Capital_Gains	Capital_Loss	Garage_Location	Accident_Date	Accident_Type	Collision_Type	Accident_Severity	authorities_contacted	Acccident_State	Acccident_City	Accident_Location	Accident_Hour	Num_of_Vehicles_Involved	Property_Damage	Bodily_Injuries	Witnesses	Police_Report	DL_Expiry_Date	Claims_Date	Auto_Make	Auto_Model	Auto_Year	Vehicle_Color	Vehicle_Cost	Annual_Mileage	DiffIN_Mileage	Low_Mileage_Discount	Commute_Discount	Total_Claim	Injury_Claim	Property_Claim	Vehicle_Claim	Vehicle_Registration	Policy_BI_Low	Policy_BI_High
39990	AA00039991	2022-03-01	1.068161	-0.103488	0.058593	-1.232993	2023-09-19	2024-03-19	1.415273	1.156880	-0.479633	-0.523956	female	college	adm-clerical	skydiving	other-relative	-0.904699	-1.699828	no	2024-02-01	single vehicle collision	front collision	major damage	other	0.813228	-0.986938	0.011875	1.203321	-0.825611	yes	1.222032	-1.329981	no	2025-05-11	2024-02-01	-0.886196	1.140637	-0.180322	red	-0.499495	1.473593	-1.264868	-0.485266	-0.1413	0.283506	-0.511730	-0.553840	1.586139	-1.463540	-1.068703	-0.975144
39991	AA00039992	2022-01-01	1.602144	0.443866	-1.409032	1.183101	2023-09-27	2024-03-27	-0.221188	0.535423	-0.479633	1.505662	female	associate	sales	base-jumping	not-in-family	-0.904699	0.952504	no	2024-01-11	multi-vehicle collision	side collision	minor damage	fire	-1.042398	0.979686	-1.703814	1.059466	1.138317	yes	-0.002112	1.361062	not available	2025-08-16	2024-01-14	0.110062	1.501003	-0.180322	black	-0.456850	0.807719	0.632552	-0.485266	-0.1413	-0.856411	-0.520782	-0.774193	-0.433490	-0.635273	1.408211	1.462041
39992	AA00039993	2022-09-01	-0.533790	0.115454	-0.041291	1.183101	2023-09-18	2024-03-18	-1.039419	-0.070485	-0.479633	-0.456185	female	high school	transport-moving	bungie-jumping	husband	-0.904699	-0.635335	no	2024-01-27	vehicle theft	unknown	trivial damage	police	1.277135	1.471342	1.658243	-0.954509	-0.825611	yes	-0.002112	-0.432966	no	2026-02-17	2024-01-28	0.857255	-1.472016	0.872345	gray	0.616196	-0.923074	-1.133335	-0.485266	-0.1413	-1.014466	-0.785527	-0.754291	-0.510804	0.287997	-1.068703	-0.975144
39993	AA00039994	2023-01-01	-1.601757	-2.073965	-0.173177	-0.024946	2023-10-12	2024-04-12	-0.221188	-0.268588	1.272771	1.560562	female	high school	craft-repair	golf	other-relative	-0.904699	-0.994913	no	2024-02-01	single vehicle collision	side collision	minor damage	other	1.277135	-0.986938	-1.350278	1.491032	-0.825611	no	-0.002112	1.361062	yes	2026-02-26	2024-02-01	-1.384325	-1.291833	0.170567	gray	-0.135338	1.424812	-0.094341	-0.485266	-0.1413	0.229522	0.119100	0.078748	0.261087	0.934831	1.408211	1.462041
39994	AA00039995	2022-04-01	0.801169	-0.103488	-1.681412	-0.024946	2023-10-21	2024-04-21	-1.039419	0.609503	-0.479633	-0.502565	female	phd	craft-repair	camping	unmarried	-0.904699	0.952504	no	2024-02-01	single vehicle collision	rear collision	total loss	police	0.349322	-1.478594	1.710234	-0.235232	-0.825611	unknown	-1.226255	-0.432966	no	2025-05-29	2024-02-01	1.604448	0.780271	-0.882100	gray	-0.907966	-0.903082	-0.171645	-0.485266	-0.1413	0.110620	0.829841	-0.293505	-0.289747	-1.201394	-0.139861	-0.278805
39995	AA00039996	2022-04-01	0.801169	0.224924	0.689592	-1.232993	2023-09-22	2024-03-22	-0.221188	-1.785597	-0.479633	-0.573864	male	high school	sales	cross-fit	unmarried	1.336003	0.952504	no	2024-01-03	multi-vehicle collision	rear collision	total loss	ambulance	0.349322	-0.986938	-0.521895	0.771755	1.138317	unknown	-0.002112	-0.432966	no	2025-11-20	2024-01-04	0.359126	0.419905	1.223234	black	0.889430	0.317243	1.563090	-0.485266	-0.1413	0.536545	1.145477	0.706953	-0.727466	-0.027236	-0.139861	-0.278805
39996	AA00039997	2022-03-01	1.068161	-0.431901	0.688867	-1.232993	2023-08-11	2024-02-11	-0.221188	0.367563	-0.479633	-0.458891	male	masters	farming-fishing	cross-fit	not-in-family	0.712785	-2.301497	no	2024-01-03	single vehicle collision	front collision	total loss	ambulance	1.277135	-1.478594	0.393139	-0.091377	-0.825611	no	-1.226255	0.464048	not available	2025-06-18	2024-01-07	-1.135261	1.591094	0.872345	gray	3.451410	0.739479	-0.658548	-0.485266	-0.1413	-0.643235	-0.140049	-0.582225	-0.564864	-0.480254	1.408211	1.462041
39997	AA00039998	2022-09-01	-0.533790	-0.322430	-0.169544	-1.232993	2023-09-20	2024-03-20	1.415273	0.253472	3.463277	1.399097	female	college	prof-specialty	kayaking	not-in-family	-0.904699	-1.845795	no	2024-01-30	parked car	unknown	trivial damage	unknown	1.277135	-1.478594	0.022273	-0.379088	-0.825611	no	-1.226255	-0.432966	yes	2025-08-13	2024-01-30	-0.637132	0.690180	-0.531211	white	-0.676452	0.029355	-1.172564	-0.485266	-0.1413	-1.056735	-0.800043	-0.719342	-0.614123	-1.420152	1.408211	1.462041
39998	AA00039999	2022-06-01	0.267185	-1.417139	-1.618683	-1.232993	2023-10-03	2024-04-03	-0.221188	-0.015821	-0.479633	-0.501450	male	college	exec-managerial	sleeping	not-in-family	-0.904699	0.952504	no	2024-02-08	multi-vehicle collision	rear collision	major damage	other	0.813228	1.471342	0.271828	-1.098365	0.156353	yes	1.222032	0.464048	no	2025-09-26	2024-02-10	-0.139003	-1.021558	0.170567	black	-0.242652	-0.830843	-1.356018	-0.485266	-0.1413	0.228515	-0.718575	0.793470	0.363886	-0.894388	-0.139861	-0.278805
39999	AA00040000	2022-01-01	1.602144	-0.431901	0.007306	-0.024946	2023-10-12	2024-04-12	1.415273	-0.537595	-0.479633	-0.461610	male	md	priv-house-serv	video-games	unmarried	0.370556	-0.799103	no	2024-01-21	multi-vehicle collision	front collision	total loss	fire	-1.042398	-0.986938	-0.508031	-1.673786	1.138317	unknown	-0.002112	1.361062	not available	2026-03-31	2024-01-23	1.106319	-0.390918	1.574123	white	1.434579	-0.435797	-0.210297	-0.485266	-0.1413	-1.145077	-0.792197	-0.793253	-0.723476	0.882610	1.408211	1.462041

Overview

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(unknown)

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(unknown)

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